DataFrame
NO COMPARISON TARGET
1460
ROWS
0
DUPLICATES
3.5 MB
RAM
119
FEATURES
72
CATEGORICAL
45
NUMERICAL
2
TEXT
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
1stFlrSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
753
(52%)
ZEROES:
---
MAX
4,692
95%
1,831
Q3
1,391
AVG
1,163
MEDIAN
1,087
Q1
882
5%
673
MIN
334
RANGE
4,358
IQR
509
STD
387
VAR
149k
KURT.
5.75
SKEW
1.38
SUM
1.7M
2
2ndFlrSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
417
(29%)
ZEROES:
829
(57%)
MAX
2,065
95%
1,141
Q3
728
AVG
347
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,065
IQR
728
STD
437
VAR
191k
KURT.
-0.553
SKEW
0.813
SUM
507k
3
3SsnPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
20
(1%)
ZEROES:
1,436
(98%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
29.3
VAR
860
KURT.
124
SKEW
10.3
SUM
4,978
4
Age_at_Remodel
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
109
(7%)
ZEROES:
764
(52%)
MAX
123
95%
73
Q3
20
AVG
14
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
123
IQR
20.0
STD
24.5
VAR
599
KURT.
3.17
SKEW
1.96
SUM
19,853
5
Alley
VALUES:
91
(6%)
MISSING:
1,369
(94%)
DISTINCT:
2
(<1%)
6
BedroomAbvGr
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
7
BldgType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
8
BsmtCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
9
BsmtExposure
VALUES:
1,422
(97%)
MISSING:
38
(3%)
DISTINCT:
4
(<1%)
10
BsmtExposure_BsmtFinType1_Interaction
VALUES:
1,422
(97%)
MISSING:
38
(3%)
DISTINCT:
12
(<1%)
ZEROES:
1,037
(71%)
MAX
15.0
95%
15.0
Q3
3.0
AVG
2.4
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
15.0
IQR
3.00
STD
4.54
VAR
20.6
KURT.
1.45
SKEW
1.69
SUM
3,447
11
BsmtExposure_Score
VALUES:
1,422
(97%)
MISSING:
38
(3%)
DISTINCT:
4
(<1%)
12
BsmtFinSF1
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
637
(44%)
ZEROES:
467
(32%)
MAX
5,644
95%
1,274
Q3
712
AVG
444
MEDIAN
384
Q1
0
5%
0
MIN
0
RANGE
5,644
IQR
712
STD
456
VAR
208k
KURT.
11.1
SKEW
1.69
SUM
648k
13
BsmtFinSF2
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
144
(10%)
ZEROES:
1,293
(89%)
MAX
1,474
95%
396
Q3
0
AVG
47
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,474
IQR
0.00
STD
161
VAR
26,024
KURT.
20.1
SKEW
4.26
SUM
67,962
14
BsmtFinSF_to_TotalArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
985
(67%)
ZEROES:
467
(32%)
MAX
0.546
95%
0.423
Q3
0.289
AVG
0.166
MEDIAN
0.155
Q1
0.000
5%
0.000
MIN
0.000
RANGE
0.546
IQR
0.289
STD
0.153
VAR
0.023
KURT.
-1.15
SKEW
0.364
SUM
242
15
BsmtFinType1
VALUES:
1,423
(97%)
MISSING:
37
(3%)
DISTINCT:
6
(<1%)
16
BsmtFinType2
VALUES:
1,422
(97%)
MISSING:
38
(3%)
DISTINCT:
6
(<1%)
17
BsmtFullBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
18
BsmtHalfBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
19
BsmtQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
20
BsmtQual_to_BsmtFinSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
752
(52%)
ZEROES:
467
(32%)
MAX
28,220
95%
5,562
Q3
2,595
AVG
1,670
MEDIAN
1,210
Q1
0
5%
0
MIN
0
RANGE
28,220
IQR
2,595
STD
1,964
VAR
3.9M
KURT.
23.9
SKEW
2.81
SUM
2.4M
21
BsmtUnfSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
780
(53%)
ZEROES:
118
(8%)
MAX
2,336
95%
1,468
Q3
808
AVG
567
MEDIAN
478
Q1
223
5%
0
MIN
0
RANGE
2,336
IQR
585
STD
442
VAR
195k
KURT.
0.475
SKEW
0.920
SUM
828k
22
CentralAir
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
23
CentralAir_numerical
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
24
Combined_Misc_Points
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
25
Condition1
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
26
Condition2
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
27
Electrical
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
28
Electrical_numerical
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
29
EnclosedPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
120
(8%)
ZEROES:
1,252
(86%)
MAX
552
95%
180
Q3
0
AVG
22
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
552
IQR
0.00
STD
61.1
VAR
3,736
KURT.
10.4
SKEW
3.09
SUM
32,053
30
ExterCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
31
ExterQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
32
Exterior1st
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
15
(1%)
33
Exterior2nd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
16
(1%)
34
Fence
VALUES:
281
(19%)
MISSING:
1,179
(81%)
DISTINCT:
4
(<1%)
35
Fence_Points
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
36
FireplaceQu
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
37
FireplaceQu_OverallQuality_Interaction
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
25
(2%)
ZEROES:
690
(47%)
MAX
50.0
95%
32.0
Q3
24.0
AVG
12.4
MEDIAN
12.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
50.0
IQR
24.0
STD
13.0
VAR
169
KURT.
-1.14
SKEW
0.439
SUM
18,048
38
FireplaceQu_Score
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
39
Fireplace_Impact
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
690
(47%)
MAX
15.0
95%
6.0
Q3
4.0
AVG
2.1
MEDIAN
2.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
15.0
IQR
4.00
STD
2.34
VAR
5.47
KURT.
0.678
SKEW
0.888
SUM
3,104
40
Fireplaces
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
41
Foundation
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
42
FullBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
43
FullBath_to_Bedrooms
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
19
(1%)
ZEROES:
9
(<1%)
MAX
0.600
95%
0.400
Q3
0.286
MEDIAN
0.250
AVG
0.243
Q1
0.182
5%
0.143
MIN
0.000
RANGE
0.600
IQR
0.104
STD
0.077
VAR
0.006
KURT.
0.755
SKEW
0.483
SUM
355
44
Functional
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
45
Functional_OverallQuality_Interaction
VALUES:
1,459
(>99%)
MISSING:
1
(<1%)
DISTINCT:
24
(2%)
ZEROES:
5
(<1%)
MAX
50.0
95%
40.0
Q3
35.0
MEDIAN
30.0
AVG
29.7
Q1
25.0
5%
15.0
MIN
0.0
RANGE
50.0
IQR
10.0
STD
8.05
VAR
64.8
KURT.
0.813
SKEW
-0.353
SUM
43,318
46
Functional_Score
VALUES:
1,459
(>99%)
MISSING:
1
(<1%)
DISTINCT:
6
(<1%)
47
GarageArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
441
(30%)
ZEROES:
81
(6%)
MAX
1,418
95%
850
Q3
576
MEDIAN
480
AVG
473
Q1
334
5%
0
MIN
0
RANGE
1,418
IQR
242
STD
214
VAR
45,713
KURT.
0.917
SKEW
0.180
SUM
691k
48
GarageCars
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
49
GarageCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
50
GarageFinish
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
3
(<1%)
51
GarageFinish_num
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
52
GarageQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
53
GarageType
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
6
(<1%)
54
GarageType_num
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
55
GarageYrBlt
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
98
(7%)
ZEROES:
81
(6%)
MAX
2,010
95%
2,007
Q3
2,001
MEDIAN
1,977
AVG
1,869
Q1
1,958
5%
0
MIN
0
RANGE
2,010
IQR
43.0
STD
454
VAR
206k
KURT.
13.0
SKEW
-3.87
SUM
2.7M
56
Garage_Capacity_per_Square_Meter
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
931
(64%)
ZEROES:
81
(6%)
MAX
0.005
95%
0.002
Q3
0.002
AVG
0.001
MEDIAN
0.001
Q1
0.001
5%
0.000
MIN
0.000
RANGE
0.005
IQR
5.99e-4
STD
5.25e-4
VAR
2.75e-7
KURT.
1.66
SKEW
0.146
SUM
1.77
57
Garage_Feature
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,028
(70%)
ZEROES:
81
(6%)
MAX
770
95%
542
Q3
432
MEDIAN
392
AVG
378
Q1
330
5%
0
MIN
0
RANGE
770
IQR
102
STD
118
VAR
13,866
KURT.
3.82
SKEW
-1.42
SUM
552k
58
GrLivArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
861
(59%)
ZEROES:
---
MAX
5,642
95%
2,466
Q3
1,777
AVG
1,515
MEDIAN
1,464
Q1
1,130
5%
848
MIN
334
RANGE
5,308
IQR
647
STD
525
VAR
276k
KURT.
4.90
SKEW
1.37
SUM
2.2M
59
GrLivArea_per_Room
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
967
(66%)
ZEROES:
---
MAX
5.884
95%
5.746
Q3
5.549
AVG
5.428
MEDIAN
5.427
Q1
5.298
5%
5.130
MIN
5.017
RANGE
0.867
IQR
0.251
STD
0.183
VAR
0.034
KURT.
-0.342
SKEW
0.087
SUM
7,925
60
HalfBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
61
Heating
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
62
HeatingQC
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
63
Heating_ExterCond_Interaction
VALUES:
0
(0%)
MISSING:
1,460
(100%)
DISTINCT:
0
(0%)
64
Heating_ExterQual_Interaction
VALUES:
0
(0%)
MISSING:
1,460
(100%)
DISTINCT:
0
(0%)
65
Heating_Score
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
66
HouseStyle
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
67
Id
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,460
(100%)
ZEROES:
---
MAX
1,460
95%
1,387
Q3
1,095
MEDIAN
730
AVG
730
Q1
366
5%
74
MIN
1
RANGE
1,459
IQR
730
STD
422
VAR
178k
KURT.
-1.20
SKEW
0.00
SUM
1.1M
68
KitchenAbvGr
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
69
KitchenQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
70
LandContour
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
71
LandSlope
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
72
Living_Area_per_Room
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
967
(66%)
ZEROES:
---
MAX
5.884
95%
5.746
Q3
5.549
AVG
5.428
MEDIAN
5.427
Q1
5.298
5%
5.130
MIN
5.017
RANGE
0.867
IQR
0.251
STD
0.183
VAR
0.034
KURT.
-0.342
SKEW
0.087
SUM
7,925
73
LotArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,073
(73%)
ZEROES:
---
MAX
215k
95%
17k
Q3
12k
AVG
11k
MEDIAN
9k
Q1
8k
5%
3k
MIN
1k
RANGE
214k
IQR
4,048
STD
9,981
VAR
99.6M
KURT.
203
SKEW
12.2
SUM
15.4M
74
LotConfig
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
75
LotFrontage
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
115
(8%)
ZEROES:
---
MAX
313
95%
104
Q3
80
AVG
70
MEDIAN
70
Q1
60
5%
35
MIN
21
RANGE
292
IQR
20.0
STD
22.4
VAR
503
KURT.
20.1
SKEW
2.21
SUM
102k
76
LotShape
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
77
Lot_Frontage_to_Area
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,373
(94%)
ZEROES:
---
MAX
0.110
95%
0.041
Q3
0.032
AVG
0.027
MEDIAN
0.027
Q1
0.022
5%
0.014
MIN
0.009
RANGE
0.101
IQR
0.011
STD
0.009
VAR
8.34e-5
KURT.
7.25
SKEW
1.43
SUM
39.9
78
LowQualFinSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
24
(2%)
ZEROES:
1,434
(98%)
MAX
572
95%
0
Q3
0
AVG
6
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
572
IQR
0.00
STD
48.6
VAR
2,364
KURT.
83.2
SKEW
9.01
SUM
8,533
79
MSSubClass
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
15
(1%)
ZEROES:
---
MAX
190
95%
160
Q3
70
AVG
57
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
50.0
STD
42.3
VAR
1,789
KURT.
1.58
SKEW
1.41
SUM
83,070
80
MSZoning
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
81
MasVnrArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
327
(22%)
ZEROES:
869
(60%)
MAX
1,600
95%
456
Q3
164
AVG
103
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
164
STD
181
VAR
32,664
KURT.
10.1
SKEW
2.68
SUM
151k
82
MasVnrType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
83
MasVnr_Area_to_TotalArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
580
(40%)
ZEROES:
869
(60%)
MAX
0.546
95%
0.150
Q3
0.058
AVG
0.034
MEDIAN
0.000
Q1
0.000
5%
0.000
MIN
0.000
RANGE
0.546
IQR
0.058
STD
0.058
VAR
0.003
KURT.
12.7
SKEW
2.76
SUM
50.3
84
MiscFeature
VALUES:
54
(4%)
MISSING:
1,406
(96%)
DISTINCT:
4
(<1%)
85
MiscFeature_Points
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
86
MiscVal
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
21
(1%)
ZEROES:
1,408
(96%)
MAX
15,500
95%
0
Q3
0
AVG
43
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
15,500
IQR
0.00
STD
496
VAR
246k
KURT.
701
SKEW
24.5
SUM
63,494
87
MiscVal_Points
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
88
MoSold
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.3
MEDIAN
6.0
Q1
5.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
3.00
STD
2.70
VAR
7.31
KURT.
-0.404
SKEW
0.212
SUM
9,230
89
Neighborhood
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
25
(2%)
90
Neighborhood_avg_price
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
25
(2%)
ZEROES:
---
MAX
12.72
95%
12.66
Q3
12.20
MEDIAN
12.14
AVG
12.06
Q1
11.83
5%
11.73
MIN
11.50
RANGE
1.22
IQR
0.370
STD
0.301
VAR
0.091
KURT.
-0.388
SKEW
0.455
SUM
17,606
91
OpenPorchSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
202
(14%)
ZEROES:
656
(45%)
MAX
547
95%
175
Q3
68
AVG
47
MEDIAN
25
Q1
0
5%
0
MIN
0
RANGE
547
IQR
68.0
STD
66.3
VAR
4,390
KURT.
8.49
SKEW
2.36
SUM
68,124
92
OverallCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
93
OverallQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
94
Overall_Quality
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
20
(1%)
ZEROES:
---
MAX
25.0
95%
22.0
Q3
19.0
AVG
16.5
MEDIAN
16.0
Q1
14.0
5%
13.0
MIN
5.0
RANGE
20.0
IQR
5.00
STD
3.01
VAR
9.08
KURT.
0.096
SKEW
0.361
SUM
24,084
95
Overall_Quality_Impact
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,225
(84%)
ZEROES:
---
MAX
141k
95%
49k
Q3
32k
AVG
26k
MEDIAN
24k
Q1
16k
5%
11k
MIN
2k
RANGE
139k
IQR
15,516
STD
12,693
VAR
161.1M
KURT.
9.04
SKEW
1.93
SUM
37.8M
96
PavedDrive
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
97
PavedDrive_GarageType_Interaction
VALUES:
1,451
(>99%)
MISSING:
9
(<1%)
DISTINCT:
7
(<1%)
98
PavedDrive_LotFrontage_Interaction
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
123
(8%)
ZEROES:
90
(6%)
MAX
626
95%
204
Q3
160
MEDIAN
140
AVG
131
Q1
112
5%
0
MIN
0
RANGE
626
IQR
48.0
STD
56.0
VAR
3,140
KURT.
9.11
SKEW
0.575
SUM
192k
99
PavedDrive_Score
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
100
PoolArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
101
PoolQC
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
102
RoofMatl
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
103
RoofStyle
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
104
SaleCondition
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
105
SaleCondition_SaleType_Interaction
VALUES:
1,450
(>99%)
MISSING:
10
(<1%)
DISTINCT:
9
(<1%)
106
SaleCondition_Score
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
107
SalePrice
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
663
(45%)
ZEROES:
---
MAX
755k
95%
326k
Q3
214k
AVG
181k
MEDIAN
163k
Q1
130k
5%
88k
MIN
35k
RANGE
720k
IQR
84,025
STD
79,443
VAR
6.3B
KURT.
6.54
SKEW
1.88
SUM
264.1M
108
SaleType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
109
SaleType_Score
VALUES:
1,450
(>99%)
MISSING:
10
(<1%)
DISTINCT:
6
(<1%)
110
ScreenPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
76
(5%)
ZEROES:
1,344
(92%)
MAX
480
95%
160
Q3
0
AVG
15
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
480
IQR
0.00
STD
55.8
VAR
3,109
KURT.
18.4
SKEW
4.12
SUM
21,989
111
Street
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
112
TotRmsAbvGrd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
14.0
95%
10.0
Q3
7.0
AVG
6.5
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
2.0
RANGE
12.0
IQR
2.00
STD
1.63
VAR
2.64
KURT.
0.881
SKEW
0.676
SUM
9,516
113
TotalBsmtSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
721
(49%)
ZEROES:
37
(3%)
MAX
6,110
95%
1,753
Q3
1,298
AVG
1,057
MEDIAN
992
Q1
796
5%
519
MIN
0
RANGE
6,110
IQR
502
STD
439
VAR
192k
KURT.
13.3
SKEW
1.52
SUM
1.5M
114
TotalOutdoorArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
732
(50%)
ZEROES:
258
(18%)
MAX
2,314
95%
1,365
Q3
845
AVG
488
MEDIAN
296
Q1
64
5%
0
MIN
0
RANGE
2,314
IQR
781
STD
483
VAR
234k
KURT.
-0.010
SKEW
0.884
SUM
712k
115
Utilities
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
116
WoodDeckSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
274
(19%)
ZEROES:
761
(52%)
MAX
857
95%
335
Q3
168
AVG
94
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
857
IQR
168
STD
125
VAR
15,710
KURT.
2.99
SKEW
1.54
SUM
138k
117
YearBuilt
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
112
(8%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,000
MEDIAN
1,973
AVG
1,971
Q1
1,954
5%
1,916
MIN
1,872
RANGE
138
IQR
46.0
STD
30.2
VAR
912
KURT.
-0.440
SKEW
-0.613
SUM
2.9M
118
YearRemodAdd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
61
(4%)
ZEROES:
---
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,994.0
AVG
1,984.9
Q1
1,967.0
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
37.0
STD
20.6
VAR
426
KURT.
-1.27
SKEW
-0.504
SUM
2.9M
119
YrSold
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
1stFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.82
SalePrice
0.61
Overall_Quality_Impact
0.60
GrLivArea
0.57
BsmtQual_to_BsmtFinSF
0.49
GarageArea
0.49
FireplaceQu_OverallQuality_Interaction
0.47
Overall_Quality
0.47
BsmtFinSF1
0.45
Fireplace_Impact
0.44
LotFrontage
0.43
PavedDrive_LotFrontage_Interaction
0.43
Garage_Feature
0.42
GrLivArea_per_Room
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.53
Neighborhood
0.51
GarageCars
0.47
Fireplaces
0.42
ExterQual
0.42
FireplaceQu
0.42
FireplaceQu_Score
0.42
KitchenQual
0.41
BsmtQual
0.41
FullBath
0.39
HouseStyle
0.39
GarageType
0.39
PavedDrive_GarageType_Interaction
0.38
GarageType_num
0.37
MOST FREQUENT VALUES
864
25
1.7%
1040
16
1.1%
912
14
1.0%
894
12
0.8%
848
12
0.8%
672
11
0.8%
630
9
0.6%
816
9
0.6%
483
7
0.5%
960
7
0.5%
936
7
0.5%
832
7
0.5%
840
6
0.4%
1056
6
0.4%
764
6
0.4%
SMALLEST VALUES
334
1
<0.1%
372
1
<0.1%
438
1
<0.1%
480
1
<0.1%
483
7
0.5%
495
1
<0.1%
520
5
0.3%
525
1
<0.1%
526
1
<0.1%
536
1
<0.1%
546
3
0.2%
551
1
<0.1%
561
1
<0.1%
572
2
0.1%
575
1
<0.1%
LARGEST VALUES
4692
1
<0.1%
3228
1
<0.1%
3138
1
<0.1%
2898
1
<0.1%
2633
1
<0.1%
2524
1
<0.1%
2515
1
<0.1%
2444
1
<0.1%
2411
1
<0.1%
2402
1
<0.1%
2392
1
<0.1%
2364
1
<0.1%
2259
1
<0.1%
2234
1
<0.1%
2223
1
<0.1%
2ndFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalOutdoorArea
0.96
GrLivArea
0.69
TotRmsAbvGrd
0.62
Overall_Quality_Impact
0.59
GrLivArea_per_Room
0.39
Living_Area_per_Room
0.39
SalePrice
0.32
MSSubClass
0.31
Garage_Capacity_per_Square_Meter
-0.31
BsmtFinSF_to_TotalArea
-0.28
Lot_Frontage_to_Area
-0.25
Overall_Quality
0.25
Functional_OverallQuality_Interaction
0.25
FireplaceQu_OverallQuality_Interaction
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.92
HalfBath
0.62
BedroomAbvGr
0.55
Neighborhood
0.45
FullBath
0.44
GarageType
0.38
GarageType_num
0.38
PavedDrive_GarageType_Interaction
0.38
OverallQual
0.34
FireplaceQu
0.26
FireplaceQu_Score
0.26
Foundation
0.26
BsmtFinType1
0.23
Fireplaces
0.21
MOST FREQUENT VALUES
0
829
56.8%
728
10
0.7%
504
9
0.6%
546
8
0.5%
672
8
0.5%
600
7
0.5%
720
7
0.5%
896
6
0.4%
862
5
0.3%
780
5
0.3%
689
5
0.3%
840
5
0.3%
756
5
0.3%
739
4
0.3%
551
4
0.3%
SMALLEST VALUES
0
829
56.8%
110
1
<0.1%
167
1
<0.1%
192
1
<0.1%
208
1
<0.1%
213
1
<0.1%
220
1
<0.1%
224
1
<0.1%
240
2
0.1%
252
2
0.1%
272
1
<0.1%
299
1
<0.1%
304
1
<0.1%
316
1
<0.1%
319
1
<0.1%
LARGEST VALUES
2065
1
<0.1%
1872
1
<0.1%
1818
1
<0.1%
1796
1
<0.1%
1611
1
<0.1%
1589
1
<0.1%
1540
1
<0.1%
1538
1
<0.1%
1523
1
<0.1%
1519
1
<0.1%
1518
1
<0.1%
1479
1
<0.1%
1440
1
<0.1%
1427
1
<0.1%
1426
1
<0.1%
3SsnPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.06
PavedDrive_LotFrontage_Interaction
0.06
GrLivArea_per_Room
0.06
Living_Area_per_Room
0.06
1stFlrSF
0.06
FullBath_to_Bedrooms
0.05
Id
-0.05
YearRemodAdd
0.05
SalePrice
0.04
MSSubClass
-0.04
TotalBsmtSF
0.04
EnclosedPorch
-0.04
Garage_Feature
0.04
GarageArea
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
0.18
Foundation
0.16
RoofMatl
0.11
Neighborhood
0.11
GarageFinish
0.09
GarageFinish_num
0.09
PavedDrive_GarageType_Interaction
0.09
Exterior1st
0.09
Exterior2nd
0.09
GarageType
0.08
GarageType_num
0.08
BsmtFinType1
0.08
GarageCars
0.07
LotConfig
0.07
MOST FREQUENT VALUES
0
1,436
98.4%
168
3
0.2%
144
2
0.1%
180
2
0.1%
216
2
0.1%
290
1
<0.1%
153
1
<0.1%
96
1
<0.1%
23
1
<0.1%
162
1
<0.1%
182
1
<0.1%
196
1
<0.1%
320
1
<0.1%
245
1
<0.1%
238
1
<0.1%
SMALLEST VALUES
0
1,436
98.4%
23
1
<0.1%
96
1
<0.1%
130
1
<0.1%
140
1
<0.1%
144
2
0.1%
153
1
<0.1%
162
1
<0.1%
168
3
0.2%
180
2
0.1%
182
1
<0.1%
196
1
<0.1%
216
2
0.1%
238
1
<0.1%
245
1
<0.1%
LARGEST VALUES
508
1
<0.1%
407
1
<0.1%
320
1
<0.1%
304
1
<0.1%
290
1
<0.1%
245
1
<0.1%
238
1
<0.1%
216
2
0.1%
196
1
<0.1%
182
1
<0.1%
180
2
0.1%
168
3
0.2%
162
1
<0.1%
153
1
<0.1%
144
2
0.1%
Age_at_Remodel
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.73
Neighborhood_avg_price
-0.38
EnclosedPorch
0.31
Garage_Feature
-0.29
GarageArea
-0.28
Overall_Quality
-0.28
PavedDrive_LotFrontage_Interaction
-0.27
Garage_Capacity_per_Square_Meter
-0.27
FullBath_to_Bedrooms
-0.26
Functional_OverallQuality_Interaction
-0.26
MasVnr_Area_to_TotalArea
-0.24
TotalBsmtSF
-0.24
MasVnrArea
-0.24
BsmtQual_to_BsmtFinSF
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.67
OverallCond
0.63
Foundation
0.55
PavedDrive_GarageType_Interaction
0.46
BsmtQual
0.44
Exterior1st
0.44
Exterior2nd
0.42
GarageType
0.42
GarageType_num
0.42
GarageFinish
0.39
GarageFinish_num
0.39
PavedDrive
0.39
PavedDrive_Score
0.39
HouseStyle
0.39
MOST FREQUENT VALUES
0
764
52.3%
1
215
14.7%
30
21
1.4%
9
14
1.0%
2
14
1.0%
35
14
1.0%
25
13
0.9%
40
12
0.8%
14
10
0.7%
18
10
0.7%
34
10
0.7%
10
10
0.7%
19
10
0.7%
36
9
0.6%
26
9
0.6%
SMALLEST VALUES
0
764
52.3%
1
215
14.7%
2
14
1.0%
3
4
0.3%
4
4
0.3%
5
6
0.4%
6
2
0.1%
7
1
<0.1%
8
5
0.3%
9
14
1.0%
10
10
0.7%
11
8
0.5%
12
2
0.1%
13
3
0.2%
14
10
0.7%
LARGEST VALUES
123
1
<0.1%
122
1
<0.1%
121
1
<0.1%
115
1
<0.1%
111
1
<0.1%
110
1
<0.1%
108
1
<0.1%
107
1
<0.1%
106
1
<0.1%
104
1
<0.1%
103
1
<0.1%
101
1
<0.1%
100
1
<0.1%
98
1
<0.1%
96
2
0.1%
Alley
MISSING:
1,369
(94%)
TOP CATEGORIES
Grvl
50
55%
Pave
41
45%
ALL
91
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MSZoning
0.11
Heating
0.06
Heating_Score
0.06
PavedDrive
0.06
PavedDrive_Score
0.06
CentralAir
0.05
CentralAir_numerical
0.05
Neighborhood
0.04
PavedDrive_GarageType_Interaction
0.04
GarageType
0.04
GarageType_num
0.04
Foundation
0.03
GarageCond
0.03
BldgType
0.03

THESE FEATURES
GIVE INFORMATION
ON Alley:
Neighborhood
0.43
MSZoning
0.27
PavedDrive_GarageType_Interaction
0.16
Exterior2nd
0.16
Exterior1st
0.16
GarageType
0.15
GarageType_num
0.14
Foundation
0.13
GarageFinish
0.10
GarageFinish_num
0.10
HouseStyle
0.08
BsmtQual
0.07
BldgType
0.07
PavedDrive
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
YearBuilt
0.32
Age_at_Remodel
0.32
PavedDrive_LotFrontage_Interaction
0.26
LotFrontage
0.19
Neighborhood_avg_price
0.19
FullBath_to_Bedrooms
0.19
MSSubClass
0.19
EnclosedPorch
0.19
Lot_Frontage_to_Area
0.16
BsmtFinSF_to_TotalArea
0.15
GrLivArea_per_Room
0.15
Living_Area_per_Room
0.15
BsmtFinSF1
0.15
Overall_Quality
0.14
BedroomAbvGr
MISSING:
---
TOP CATEGORIES
3
804
55%
2
358
25%
4
213
15%
1
50
3%
5
21
1%
6
7
<1%
0
6
<1%
8
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BedroomAbvGr
PROVIDES INFORMATION ON...
KitchenAbvGr
0.25
PoolArea
0.20
BldgType
0.19
PoolQC
0.16
RoofMatl
0.13
Heating
0.11
Heating_Score
0.11
HouseStyle
0.11
FullBath
0.11
Condition2
0.10
HalfBath
0.09
Utilities
0.07
CentralAir
0.06
CentralAir_numerical
0.06

THESE FEATURES
GIVE INFORMATION
ON BedroomAbvGr:
Neighborhood
0.14
HouseStyle
0.12
BldgType
0.10
FullBath
0.08
GarageType
0.05
HalfBath
0.05
GarageType_num
0.05
PavedDrive_GarageType_Interaction
0.05
OverallQual
0.04
Exterior1st
0.04
KitchenAbvGr
0.04
Exterior2nd
0.04
BsmtFinType1
0.03
MSZoning
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.69
GrLivArea
0.57
2ndFlrSF
0.55
TotalOutdoorArea
0.53
Overall_Quality_Impact
0.41
LowQualFinSF
0.31
Garage_Capacity_per_Square_Meter
0.31
LotFrontage
0.27
MSSubClass
0.27
BsmtFinSF_to_TotalArea
0.27
FullBath_to_Bedrooms
0.25
PavedDrive_LotFrontage_Interaction
0.25
SalePrice
0.24
GrLivArea_per_Room
0.23
BldgType
MISSING:
---
TOP CATEGORIES
1Fam
1,220
84%
TwnhsE
114
8%
Duplex
52
4%
Twnhs
43
3%
2fmCon
31
2%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BldgType
PROVIDES INFORMATION ON...
KitchenAbvGr
0.69
Condition2
0.15
Street
0.13
CentralAir
0.11
CentralAir_numerical
0.11
BedroomAbvGr
0.10
Heating
0.09
Heating_Score
0.09
MSZoning
0.09
Neighborhood
0.08
Alley
0.07
BsmtQual
0.06
BsmtCond
0.06
Foundation
0.06

THESE FEATURES
GIVE INFORMATION
ON BldgType:
Neighborhood
0.36
KitchenAbvGr
0.21
BedroomAbvGr
0.19
Exterior2nd
0.11
BsmtQual
0.10
Exterior1st
0.10
Foundation
0.10
MSZoning
0.09
GarageFinish
0.08
GarageFinish_num
0.08
PavedDrive_GarageType_Interaction
0.08
OverallQual
0.08
HouseStyle
0.08
GarageType
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
CORRELATION RATIO WITH...
MSSubClass
0.86
LotFrontage
0.48
Lot_Frontage_to_Area
0.38
PavedDrive_LotFrontage_Interaction
0.36
FullBath_to_Bedrooms
0.33
YearBuilt
0.32
Overall_Quality
0.30
TotRmsAbvGrd
0.29
Age_at_Remodel
0.26
LotArea
0.24
GarageYrBlt
0.23
YearRemodAdd
0.23
FireplaceQu_OverallQuality_Interaction
0.22
Neighborhood_avg_price
0.21
BsmtCond
MISSING:
---
TOP CATEGORIES
3
1,311
90%
4
65
4%
2
45
3%
0
37
3%
1
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtCond
PROVIDES INFORMATION ON...
BsmtFinType2
0.19
Heating
0.14
Heating_Score
0.14
BsmtQual
0.13
CentralAir
0.12
CentralAir_numerical
0.12
BsmtExposure
0.12
KitchenAbvGr
0.11
Foundation
0.09
BsmtFinType1
0.08
Electrical
0.08
Electrical_numerical
0.08
ExterCond
0.07
Functional
0.06

THESE FEATURES
GIVE INFORMATION
ON BsmtCond:
BsmtQual
0.34
BsmtFinType1
0.32
BsmtExposure
0.28
BsmtFinType2
0.27
Foundation
0.21
Neighborhood
0.14
OverallQual
0.12
OverallCond
0.10
Exterior1st
0.08
Exterior2nd
0.07
PavedDrive_GarageType_Interaction
0.07
ExterCond
0.07
CentralAir
0.07
CentralAir_numerical
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
CORRELATION RATIO WITH...
TotalBsmtSF
0.40
Overall_Quality
0.39
Functional_OverallQuality_Interaction
0.30
YearBuilt
0.28
Age_at_Remodel
0.23
SalePrice
0.23
BsmtUnfSF
0.21
BsmtFinSF_to_TotalArea
0.20
YearRemodAdd
0.20
PavedDrive_LotFrontage_Interaction
0.19
Neighborhood_avg_price
0.19
Overall_Quality_Impact
0.19
BsmtFinSF1
0.18
Garage_Feature
0.18
BsmtExposure
MISSING:
38
(3%)
TOP CATEGORIES
No
953
67%
Av
221
16%
Gd
134
9%
Mn
114
8%
ALL
1,422
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure
PROVIDES INFORMATION ON...
BsmtExposure_Score
1.00
BsmtCond
0.28
BsmtFinType2
0.19
RoofMatl
0.19
PoolArea
0.16
BsmtQual
0.16
Street
0.14
LandSlope
0.14
Heating
0.13
Heating_Score
0.13
PoolQC
0.12
KitchenAbvGr
0.11
BsmtFinType1
0.11
Foundation
0.10

THESE FEATURES
GIVE INFORMATION
ON BsmtExposure:
BsmtExposure_Score
0.90
BsmtFinType1
0.17
BsmtQual
0.16
Neighborhood
0.13
BsmtCond
0.12
BsmtFinType2
0.12
Foundation
0.10
HouseStyle
0.08
OverallQual
0.07
BsmtFullBath
0.06
Exterior2nd
0.05
Exterior1st
0.05
GarageType
0.05
PavedDrive_GarageType_Interaction
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
CORRELATION RATIO WITH...
BsmtExposure_BsmtFinType1_Interaction
0.87
TotalBsmtSF
0.49
Overall_Quality
0.43
BsmtQual_to_BsmtFinSF
0.41
BsmtFinSF1
0.39
SalePrice
0.39
BsmtFinSF_to_TotalArea
0.34
1stFlrSF
0.32
Functional_OverallQuality_Interaction
0.31
YearBuilt
0.31
LotArea
0.28
Neighborhood_avg_price
0.27
Overall_Quality_Impact
0.27
GarageArea
0.26
BsmtExposure_BsmtFinType1_Interaction
MISSING:
38
(3%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtQual_to_BsmtFinSF
0.52
BsmtFinSF1
0.50
BsmtFinSF_to_TotalArea
0.44
SalePrice
0.34
TotalBsmtSF
0.32
1stFlrSF
0.31
Overall_Quality
0.29
YearBuilt
0.27
Neighborhood_avg_price
0.24
Functional_OverallQuality_Interaction
0.24
GarageArea
0.22
BsmtUnfSF
-0.22
WoodDeckSF
0.22
Overall_Quality_Impact
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
0.87
BsmtExposure_Score
0.87
BsmtFinType1
0.55
BsmtFullBath
0.44
HouseStyle
0.38
Neighborhood
0.37
BsmtQual
0.34
OverallQual
0.30
LandContour
0.25
KitchenQual
0.24
GarageType
0.24
PavedDrive_GarageType_Interaction
0.24
GarageCars
0.24
LandSlope
0.23
MOST FREQUENT VALUES
0.0
1,037
72.9%
10.0
110
7.7%
15.0
83
5.8%
8.0
38
2.7%
5.0
37
2.6%
3.0
23
1.6%
6.0
22
1.5%
2.0
21
1.5%
4.0
19
1.3%
12.0
18
1.3%
9.0
8
0.6%
1.0
6
0.4%
SMALLEST VALUES
0.0
1,037
72.9%
1.0
6
0.4%
2.0
21
1.5%
3.0
23
1.6%
4.0
19
1.3%
5.0
37
2.6%
6.0
22
1.5%
8.0
38
2.7%
9.0
8
0.6%
10.0
110
7.7%
12.0
18
1.3%
15.0
83
5.8%
LARGEST VALUES
15.0
83
5.8%
12.0
18
1.3%
10.0
110
7.7%
9.0
8
0.6%
8.0
38
2.7%
6.0
22
1.5%
5.0
37
2.6%
4.0
19
1.3%
3.0
23
1.6%
2.0
21
1.5%
1.0
6
0.4%
0.0
1,037
72.9%
BsmtExposure_Score
MISSING:
38
(3%)
TOP CATEGORIES
0.0
953
67%
2.0
221
16%
3.0
134
9%
1.0
114
8%
ALL
1,422
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure_Score
PROVIDES INFORMATION ON...
BsmtExposure
0.90
RoofMatl
0.17
PoolArea
0.16
Street
0.14
LandSlope
0.14
PoolQC
0.11
LandContour
0.09
BsmtFullBath
0.08
Condition2
0.07
HouseStyle
0.06
BsmtQual
0.06
Alley
0.05
Utilities
0.05
SaleType
0.05

THESE FEATURES
GIVE INFORMATION
ON BsmtExposure_Score:
BsmtExposure
1.00
Neighborhood
0.13
HouseStyle
0.08
BsmtFinType1
0.08
BsmtQual
0.07
BsmtFullBath
0.06
OverallQual
0.05
Exterior2nd
0.05
Foundation
0.04
GarageType
0.04
GarageCars
0.04
PavedDrive_GarageType_Interaction
0.04
Exterior1st
0.04
LandContour
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure_Score
CORRELATION RATIO WITH...
BsmtExposure_BsmtFinType1_Interaction
0.87
BsmtQual_to_BsmtFinSF
0.40
BsmtFinSF1
0.37
SalePrice
0.37
TotalBsmtSF
0.34
1stFlrSF
0.32
Overall_Quality
0.32
YearBuilt
0.31
BsmtFinSF_to_TotalArea
0.30
LotArea
0.28
Neighborhood_avg_price
0.27
Functional_OverallQuality_Interaction
0.26
GarageArea
0.25
WoodDeckSF
0.24
BsmtFinSF1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtQual_to_BsmtFinSF
0.97
BsmtFinSF_to_TotalArea
0.88
TotalBsmtSF
0.52
BsmtExposure_BsmtFinType1_Interaction
0.50
BsmtUnfSF
-0.50
1stFlrSF
0.45
SalePrice
0.39
GarageArea
0.30
Overall_Quality_Impact
0.29
PavedDrive_LotFrontage_Interaction
0.29
Overall_Quality
0.29
Garage_Feature
0.26
MasVnrArea
0.26
Fireplace_Impact
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.71
BsmtFullBath
0.65
Neighborhood
0.40
BsmtExposure
0.39
BsmtExposure_Score
0.37
BsmtQual
0.34
OverallQual
0.33
PoolArea
0.32
RoofMatl
0.31
PavedDrive_GarageType_Interaction
0.30
Fireplaces
0.30
GarageType
0.28
GarageType_num
0.28
KitchenQual
0.27
MOST FREQUENT VALUES
0
467
32.0%
24
12
0.8%
16
9
0.6%
686
5
0.3%
662
5
0.3%
20
5
0.3%
936
5
0.3%
616
5
0.3%
560
4
0.3%
553
4
0.3%
312
4
0.3%
400
4
0.3%
641
4
0.3%
384
4
0.3%
360
4
0.3%
SMALLEST VALUES
0
467
32.0%
2
1
<0.1%
16
9
0.6%
20
5
0.3%
24
12
0.8%
25
1
<0.1%
27
1
<0.1%
28
3
0.2%
33
1
<0.1%
35
1
<0.1%
36
1
<0.1%
40
1
<0.1%
41
1
<0.1%
48
2
0.1%
49
1
<0.1%
LARGEST VALUES
5644
1
<0.1%
2260
1
<0.1%
2188
1
<0.1%
2096
1
<0.1%
1904
1
<0.1%
1880
1
<0.1%
1810
1
<0.1%
1767
1
<0.1%
1721
1
<0.1%
1696
1
<0.1%
1646
1
<0.1%
1636
1
<0.1%
1619
1
<0.1%
1606
1
<0.1%
1573
1
<0.1%
BsmtFinSF2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.21
LotArea
0.11
TotalBsmtSF
0.10
2ndFlrSF
-0.10
Functional_OverallQuality_Interaction
-0.10
1stFlrSF
0.10
ScreenPorch
0.09
PavedDrive_LotFrontage_Interaction
0.08
MasVnr_Area_to_TotalArea
-0.07
TotalOutdoorArea
-0.07
MasVnrArea
-0.07
FullBath_to_Bedrooms
-0.07
WoodDeckSF
0.07
YearRemodAdd
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
0.84
BsmtFinType1
0.37
Neighborhood
0.26
Exterior1st
0.21
Exterior2nd
0.19
RoofMatl
0.19
Foundation
0.19
RoofStyle
0.18
BsmtFullBath
0.17
Functional
0.15
OverallQual
0.14
SaleType
0.14
BsmtExposure
0.12
Functional_Score
0.12
MOST FREQUENT VALUES
0
1,293
88.6%
180
5
0.3%
374
3
0.2%
551
2
0.1%
147
2
0.1%
294
2
0.1%
391
2
0.1%
539
2
0.1%
96
2
0.1%
480
2
0.1%
182
2
0.1%
468
2
0.1%
117
2
0.1%
64
2
0.1%
290
2
0.1%
SMALLEST VALUES
0
1,293
88.6%
28
1
<0.1%
32
1
<0.1%
35
1
<0.1%
40
1
<0.1%
41
2
0.1%
64
2
0.1%
68
1
<0.1%
80
1
<0.1%
81
1
<0.1%
93
2
0.1%
96
2
0.1%
105
1
<0.1%
106
1
<0.1%
108
1
<0.1%
LARGEST VALUES
1474
1
<0.1%
1127
1
<0.1%
1120
1
<0.1%
1085
1
<0.1%
1080
1
<0.1%
1063
1
<0.1%
1061
1
<0.1%
1057
1
<0.1%
1031
1
<0.1%
1029
1
<0.1%
972
1
<0.1%
906
1
<0.1%
872
1
<0.1%
869
1
<0.1%
841
1
<0.1%
BsmtFinSF_to_TotalArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
0.88
BsmtQual_to_BsmtFinSF
0.80
BsmtUnfSF
-0.63
BsmtExposure_BsmtFinType1_Interaction
0.44
2ndFlrSF
-0.28
TotalBsmtSF
0.27
TotalOutdoorArea
-0.22
TotRmsAbvGrd
-0.21
Age_at_Remodel
-0.20
YearBuilt
0.18
Garage_Capacity_per_Square_Meter
0.18
PavedDrive_LotFrontage_Interaction
0.15
1stFlrSF
0.15
SalePrice
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.77
BsmtFullBath
0.65
HouseStyle
0.37
Neighborhood
0.37
BsmtExposure
0.34
BsmtExposure_Score
0.30
Foundation
0.29
BedroomAbvGr
0.27
PavedDrive_GarageType_Interaction
0.25
BsmtQual
0.24
Exterior1st
0.23
Exterior2nd
0.22
GarageType
0.22
GarageType_num
0.22
MOST FREQUENT VALUES
0.0
467
32.0%
0.3896409652736904
3
0.2%
0.4029411764705882
2
0.1%
0.2545369939506747
2
0.1%
0.00530679933665
2
0.1%
0.25
2
0.1%
0.343204252088079
2
0.1%
0.4102413184226015
2
0.1%
0.4988190836088805
2
0.1%
0.1788100540884505
1
<0.1%
0.4282933160285528
1
<0.1%
0.2851746931067044
1
<0.1%
0.331095041322314
1
<0.1%
0.4811608961303462
1
<0.1%
0.2296595499134449
1
<0.1%
SMALLEST VALUES
0.0
467
32.0%
0.0006499837504062
1
<0.1%
0.0051331408405518
1
<0.1%
0.0053015241882041
1
<0.1%
0.00530679933665
2
0.1%
0.00544402858115
1
<0.1%
0.0057409400789379
1
<0.1%
0.0061823802163833
1
<0.1%
0.0063974410235905
1
<0.1%
0.0064542154094392
1
<0.1%
0.0065217391304347
1
<0.1%
0.0065252854812398
1
<0.1%
0.0066533599467731
1
<0.1%
0.0069589422407794
1
<0.1%
0.0069716775599128
1
<0.1%
LARGEST VALUES
0.5455248405180746
1
<0.1%
0.4992035680152915
1
<0.1%
0.499054820415879
1
<0.1%
0.498960498960499
1
<0.1%
0.4989417989417989
1
<0.1%
0.4989339019189765
1
<0.1%
0.4988190836088805
2
0.1%
0.4987775061124694
1
<0.1%
0.4986985944820406
1
<0.1%
0.4986967854039965
1
<0.1%
0.4986149584487535
1
<0.1%
0.4986056887897379
1
<0.1%
0.4984728161270617
1
<0.1%
0.498410680228862
1
<0.1%
0.4983818770226537
1
<0.1%
BsmtFinType1
MISSING:
37
(3%)
TOP CATEGORIES
Unf
430
30%
GLQ
418
29%
ALQ
220
15%
BLQ
148
10%
Rec
133
9%
LwQ
74
5%
ALL
1,423
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType1
PROVIDES INFORMATION ON...
BsmtFinType2
0.34
BsmtCond
0.32
BsmtFullBath
0.30
BsmtQual
0.27
Foundation
0.27
PoolArea
0.19
Heating
0.19
Heating_Score
0.19
ExterQual
0.18
Condition2
0.17
BsmtExposure
0.17
Utilities
0.15
KitchenQual
0.14
CentralAir
0.13

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType1:
Neighborhood
0.18
BsmtQual
0.18
Foundation
0.17
BsmtFinType2
0.13
BsmtFullBath
0.13
OverallQual
0.11
BsmtExposure
0.11
Exterior2nd
0.09
ExterQual
0.09
Exterior1st
0.09
BsmtCond
0.08
KitchenQual
0.08
GarageCars
0.07
PavedDrive_GarageType_Interaction
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
CORRELATION RATIO WITH...
BsmtFinSF_to_TotalArea
0.77
BsmtFinSF1
0.71
BsmtQual_to_BsmtFinSF
0.68
BsmtUnfSF
0.63
Overall_Quality
0.62
BsmtExposure_BsmtFinType1_Interaction
0.55
YearBuilt
0.51
Functional_OverallQuality_Interaction
0.50
YearRemodAdd
0.49
TotalBsmtSF
0.48
Neighborhood_avg_price
0.47
SalePrice
0.46
Overall_Quality_Impact
0.40
BsmtFinSF2
0.37
BsmtFinType2
MISSING:
38
(3%)
TOP CATEGORIES
Unf
1,256
88%
Rec
54
4%
LwQ
46
3%
BLQ
33
2%
ALQ
19
1%
GLQ
14
<1%
ALL
1,422
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType2
PROVIDES INFORMATION ON...
Utilities
0.40
BsmtCond
0.27
PoolArea
0.19
PoolQC
0.19
BsmtFinType1
0.13
BsmtQual
0.13
BsmtExposure
0.12
Heating
0.12
Heating_Score
0.12
KitchenAbvGr
0.10
Foundation
0.10
Street
0.10
RoofMatl
0.07
Condition2
0.07

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType2:
BsmtFinType1
0.34
BsmtQual
0.22
BsmtExposure
0.19
BsmtCond
0.19
Foundation
0.17
Neighborhood
0.16
OverallQual
0.09
Exterior2nd
0.08
Exterior1st
0.08
BldgType
0.04
OverallCond
0.04
HeatingQC
0.04
ExterQual
0.04
PavedDrive_GarageType_Interaction
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
CORRELATION RATIO WITH...
BsmtFinSF2
0.84
TotalBsmtSF
0.36
Overall_Quality
0.36
BsmtUnfSF
0.33
Functional_OverallQuality_Interaction
0.25
BsmtFinSF_to_TotalArea
0.20
YearRemodAdd
0.19
Overall_Quality_Impact
0.18
SalePrice
0.17
BsmtFinSF1
0.17
BsmtQual_to_BsmtFinSF
0.15
WoodDeckSF
0.14
PavedDrive_LotFrontage_Interaction
0.13
Neighborhood_avg_price
0.13
BsmtFullBath
MISSING:
---
TOP CATEGORIES
0
856
59%
1
588
40%
2
15
1%
3
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFullBath
PROVIDES INFORMATION ON...
PoolArea
0.17
BsmtFinType1
0.13
PoolQC
0.12
KitchenAbvGr
0.08
RoofMatl
0.08
Condition2
0.08
Utilities
0.06
BsmtHalfBath
0.06
BsmtExposure
0.06
Street
0.06
BsmtExposure_Score
0.06
BsmtCond
0.05
LandSlope
0.05
BsmtFinType2
0.04

THESE FEATURES
GIVE INFORMATION
ON BsmtFullBath:
BsmtFinType1
0.30
Neighborhood
0.10
BsmtExposure
0.09
BsmtExposure_Score
0.08
HouseStyle
0.06
BsmtQual
0.04
BedroomAbvGr
0.04
PavedDrive_GarageType_Interaction
0.04
Foundation
0.04
GarageType
0.03
BsmtFinType2
0.03
GarageType_num
0.03
Exterior2nd
0.03
Exterior1st
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFullBath
CORRELATION RATIO WITH...
BsmtFinSF1
0.65
BsmtFinSF_to_TotalArea
0.65
BsmtQual_to_BsmtFinSF
0.62
BsmtExposure_BsmtFinType1_Interaction
0.44
BsmtUnfSF
0.42
LotArea
0.33
TotalBsmtSF
0.32
1stFlrSF
0.25
SalePrice
0.23
GarageArea
0.20
YearBuilt
0.20
Garage_Feature
0.19
Overall_Quality
0.19
WoodDeckSF
0.18
BsmtHalfBath
MISSING:
---
TOP CATEGORIES
0
1,378
94%
1
80
5%
2
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtHalfBath
PROVIDES INFORMATION ON...
Utilities
0.35
PoolArea
0.06
PoolQC
0.04
RoofMatl
0.03
KitchenAbvGr
0.02
BsmtFullBath
0.02
BsmtFinType2
0.01
SaleCondition
0.01
SaleCondition_Score
0.01
ExterCond
0.01
SaleType
0.01
BsmtCond
0.01
SaleCondition_SaleType_Interaction
0.01
OverallCond
0.01

THESE FEATURES
GIVE INFORMATION
ON BsmtHalfBath:
Neighborhood
0.12
BsmtFullBath
0.06
OverallCond
0.06
BsmtFinType1
0.06
OverallQual
0.06
Exterior2nd
0.05
SaleCondition
0.04
SaleCondition_Score
0.04
BsmtFinType2
0.04
Foundation
0.04
SaleCondition_SaleType_Interaction
0.04
HouseStyle
0.03
Exterior1st
0.03
GarageCars
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtHalfBath
CORRELATION RATIO WITH...
BsmtUnfSF
0.10
GarageYrBlt
0.08
BsmtFinSF_to_TotalArea
0.08
BsmtFinSF2
0.08
BsmtFinSF1
0.07
BsmtExposure_BsmtFinType1_Interaction
0.07
LotArea
0.06
YearBuilt
0.05
Overall_Quality
0.05
BsmtQual_to_BsmtFinSF
0.05
Age_at_Remodel
0.05
LotFrontage
0.05
WoodDeckSF
0.05
Garage_Feature
0.05
BsmtQual
MISSING:
---
TOP CATEGORIES
3
649
44%
4
618
42%
5
121
8%
0
37
3%
2
35
2%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtQual
PROVIDES INFORMATION ON...
ExterQual
0.34
BsmtCond
0.34
Foundation
0.32
FullBath
0.23
KitchenQual
0.22
BsmtFinType2
0.22
GarageCars
0.20
OverallQual
0.20
BsmtFinType1
0.18
MasVnrType
0.16
SaleType
0.16
SaleType_Score
0.16
BsmtExposure
0.16
Neighborhood
0.16

THESE FEATURES
GIVE INFORMATION
ON BsmtQual:
Neighborhood
0.42
OverallQual
0.30
Foundation
0.30
BsmtFinType1
0.27
ExterQual
0.25
GarageCars
0.20
KitchenQual
0.20
Exterior1st
0.17
GarageFinish
0.17
GarageFinish_num
0.17
Exterior2nd
0.17
FullBath
0.17
BsmtExposure
0.16
OverallCond
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
CORRELATION RATIO WITH...
Overall_Quality
0.84
YearBuilt
0.75
SalePrice
0.68
Neighborhood_avg_price
0.67
Functional_OverallQuality_Interaction
0.63
Overall_Quality_Impact
0.61
YearRemodAdd
0.59
TotalBsmtSF
0.59
FullBath_to_Bedrooms
0.49
GarageArea
0.48
FireplaceQu_OverallQuality_Interaction
0.48
BsmtQual_to_BsmtFinSF
0.46
Age_at_Remodel
0.44
Garage_Feature
0.42
BsmtQual_to_BsmtFinSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
0.97
BsmtFinSF_to_TotalArea
0.80
TotalBsmtSF
0.57
BsmtExposure_BsmtFinType1_Interaction
0.52
1stFlrSF
0.49
SalePrice
0.47
BsmtUnfSF
-0.42
Overall_Quality
0.40
Overall_Quality_Impact
0.39
GarageArea
0.35
Neighborhood_avg_price
0.32
Functional_OverallQuality_Interaction
0.31
YearBuilt
0.31
MasVnrArea
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.68
BsmtFullBath
0.62
BsmtQual
0.46
OverallQual
0.43
Neighborhood
0.42
BsmtExposure
0.41
BsmtExposure_Score
0.40
PoolArea
0.37
RoofMatl
0.36
KitchenQual
0.35
ExterQual
0.34
Fireplaces
0.32
GarageFinish
0.31
GarageFinish_num
0.31
MOST FREQUENT VALUES
0
467
32.0%
96
12
0.8%
64
8
0.5%
1200
7
0.5%
1512
6
0.4%
1800
5
0.3%
80
5
0.3%
2648
4
0.3%
2744
4
0.3%
1008
4
0.3%
2352
4
0.3%
1848
4
0.3%
1080
4
0.3%
936
4
0.3%
4800
3
0.2%
SMALLEST VALUES
0
467
32.0%
8
1
<0.1%
48
1
<0.1%
64
8
0.5%
75
1
<0.1%
80
5
0.3%
84
1
<0.1%
96
12
0.8%
108
1
<0.1%
112
1
<0.1%
120
1
<0.1%
123
1
<0.1%
132
1
<0.1%
140
2
0.1%
144
1
<0.1%
LARGEST VALUES
28220
1
<0.1%
11300
1
<0.1%
10940
1
<0.1%
10480
1
<0.1%
9520
1
<0.1%
9050
1
<0.1%
8835
1
<0.1%
8605
1
<0.1%
8230
1
<0.1%
8180
1
<0.1%
7860
1
<0.1%
7835
1
<0.1%
7700
1
<0.1%
7520
1
<0.1%
7400
1
<0.1%
BsmtUnfSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF_to_TotalArea
-0.63
BsmtFinSF1
-0.50
BsmtQual_to_BsmtFinSF
-0.42
TotalBsmtSF
0.42
1stFlrSF
0.32
Overall_Quality
0.32
Overall_Quality_Impact
0.28
Functional_OverallQuality_Interaction
0.26
TotRmsAbvGrd
0.25
GrLivArea
0.24
BsmtExposure_BsmtFinType1_Interaction
-0.22
Neighborhood_avg_price
0.22
SalePrice
0.21
BsmtFinSF2
-0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.63
BsmtFullBath
0.42
Neighborhood
0.36
OverallQual
0.33
BsmtFinType2
0.33
Foundation
0.32
ExterQual
0.29
FullBath
0.29
GarageCars
0.28
BsmtQual
0.27
Exterior2nd
0.27
Exterior1st
0.26
SaleCondition
0.26
SaleCondition_Score
0.26
MOST FREQUENT VALUES
0
118
8.1%
728
9
0.6%
384
8
0.5%
600
7
0.5%
300
7
0.5%
572
7
0.5%
270
6
0.4%
625
6
0.4%
672
6
0.4%
440
6
0.4%
280
6
0.4%
390
5
0.3%
108
5
0.3%
80
5
0.3%
216
5
0.3%
SMALLEST VALUES
0
118
8.1%
14
1
<0.1%
15
1
<0.1%
23
2
0.1%
26
1
<0.1%
29
1
<0.1%
30
1
<0.1%
32
2
0.1%
35
1
<0.1%
36
4
0.3%
38
1
<0.1%
39
1
<0.1%
40
1
<0.1%
50
1
<0.1%
55
2
0.1%
LARGEST VALUES
2336
1
<0.1%
2153
1
<0.1%
2121
1
<0.1%
2046
1
<0.1%
2042
1
<0.1%
2002
1
<0.1%
1969
1
<0.1%
1935
1
<0.1%
1926
1
<0.1%
1907
1
<0.1%
1905
1
<0.1%
1869
1
<0.1%
1836
1
<0.1%
1800
2
0.1%
1795
1
<0.1%
CentralAir
MISSING:
---
TOP CATEGORIES
Y
1,365
93%
N
95
7%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir
PROVIDES INFORMATION ON...
CentralAir_numerical
1.00
Heating
0.33
Heating_Score
0.33
Electrical
0.12
Electrical_numerical
0.12
PavedDrive
0.10
PavedDrive_Score
0.10
GarageCond
0.09
KitchenAbvGr
0.09
GarageQual
0.07
BsmtCond
0.07
GarageType_num
0.06
PavedDrive_GarageType_Interaction
0.06
GarageType
0.05

THESE FEATURES
GIVE INFORMATION
ON CentralAir:
CentralAir_numerical
1.00
Neighborhood
0.29
PavedDrive_GarageType_Interaction
0.27
GarageType
0.25
GarageType_num
0.24
GarageFinish
0.22
GarageFinish_num
0.22
HeatingQC
0.20
Foundation
0.20
Exterior1st
0.19
OverallQual
0.18
Heating
0.18
Heating_Score
0.18
Electrical
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir
CORRELATION RATIO WITH...
YearBuilt
0.38
Overall_Quality
0.30
YearRemodAdd
0.30
Garage_Feature
0.27
GarageYrBlt
0.27
Functional_OverallQuality_Interaction
0.25
SalePrice
0.25
PavedDrive_LotFrontage_Interaction
0.25
Neighborhood_avg_price
0.25
GarageArea
0.23
Age_at_Remodel
0.22
TotalBsmtSF
0.21
FireplaceQu_OverallQuality_Interaction
0.19
Fireplace_Impact
0.18
CentralAir_numerical
MISSING:
---
TOP CATEGORIES
1
1,365
93%
0
95
7%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir_numerical
PROVIDES INFORMATION ON...
CentralAir
1.00
Heating
0.33
Heating_Score
0.33
Electrical
0.12
Electrical_numerical
0.12
PavedDrive
0.10
PavedDrive_Score
0.10
GarageCond
0.09
KitchenAbvGr
0.09
GarageQual
0.07
BsmtCond
0.07
GarageType_num
0.06
PavedDrive_GarageType_Interaction
0.06
GarageType
0.05

THESE FEATURES
GIVE INFORMATION
ON CentralAir_numerical:
CentralAir
1.00
Neighborhood
0.29
PavedDrive_GarageType_Interaction
0.27
GarageType
0.25
GarageType_num
0.24
GarageFinish
0.22
GarageFinish_num
0.22
HeatingQC
0.20
Foundation
0.20
Exterior1st
0.19
OverallQual
0.18
Heating
0.18
Heating_Score
0.18
Electrical
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir_numerical
CORRELATION RATIO WITH...
YearBuilt
0.38
Overall_Quality
0.30
YearRemodAdd
0.30
Garage_Feature
0.27
GarageYrBlt
0.27
Functional_OverallQuality_Interaction
0.25
SalePrice
0.25
PavedDrive_LotFrontage_Interaction
0.25
Neighborhood_avg_price
0.25
GarageArea
0.23
Age_at_Remodel
0.22
TotalBsmtSF
0.21
FireplaceQu_OverallQuality_Interaction
0.19
Fireplace_Impact
0.18
Combined_Misc_Points
MISSING:
---
TOP CATEGORIES
0
1,406
96%
3
20
1%
2
20
1%
4
9
<1%
10
1
<1%
5
1
<1%
1
1
<1%
9
1
<1%
13
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Combined_Misc_Points
PROVIDES INFORMATION ON...
MiscVal_Points
0.99
MiscFeature
0.98
MiscFeature_Points
0.98
Street
0.18
PoolArea
0.15
PoolQC
0.14
Condition2
0.09
Functional_Score
0.04
Functional
0.04
KitchenAbvGr
0.03
ExterCond
0.03
BsmtFinType2
0.02
SaleType
0.02
Condition1
0.02

THESE FEATURES
GIVE INFORMATION
ON Combined_Misc_Points:
MiscVal_Points
0.92
MiscFeature
0.81
MiscFeature_Points
0.81
Neighborhood
0.14
Exterior2nd
0.10
Exterior1st
0.10
BsmtFinType1
0.08
Foundation
0.08
OverallCond
0.08
OverallQual
0.07
BsmtFinType2
0.06
HeatingQC
0.06
Functional
0.06
Functional_Score
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Combined_Misc_Points
CORRELATION RATIO WITH...
MiscVal
1.00
ScreenPorch
0.24
LotArea
0.18
TotRmsAbvGrd
0.14
Overall_Quality
0.13
Functional_OverallQuality_Interaction
0.13
GrLivArea
0.12
GarageYrBlt
0.12
Lot_Frontage_to_Area
0.12
Overall_Quality_Impact
0.11
MSSubClass
0.11
Garage_Feature
0.10
2ndFlrSF
0.10
YearRemodAdd
0.10
Condition1
MISSING:
---
TOP CATEGORIES
Norm
1,260
86%
Feedr
81
6%
Artery
48
3%
RRAn
26
2%
PosN
19
1%
RRAe
11
<1%
PosA
8
<1%
RRNn
5
<1%
RRNe
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition1
PROVIDES INFORMATION ON...
Condition2
0.46
PoolArea
0.19
PoolQC
0.12
RoofMatl
0.11
Street
0.10
Combined_Misc_Points
0.06
KitchenAbvGr
0.06
Neighborhood
0.05
MiscVal_Points
0.05
Alley
0.05
Heating
0.04
Heating_Score
0.04
BsmtQual
0.04
BldgType
0.04

THESE FEATURES
GIVE INFORMATION
ON Condition1:
Neighborhood
0.24
Exterior2nd
0.08
Exterior1st
0.08
BsmtQual
0.07
OverallQual
0.07
HouseStyle
0.06
Condition2
0.06
PavedDrive_GarageType_Interaction
0.05
GarageFinish
0.05
GarageFinish_num
0.05
GarageType
0.05
LotConfig
0.05
Foundation
0.05
OverallCond
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
CORRELATION RATIO WITH...
YearBuilt
0.28
Overall_Quality
0.21
YearRemodAdd
0.21
Neighborhood_avg_price
0.20
3SsnPorch
0.18
LotFrontage
0.18
SalePrice
0.18
Age_at_Remodel
0.18
1stFlrSF
0.17
PavedDrive_LotFrontage_Interaction
0.17
FullBath_to_Bedrooms
0.15
FireplaceQu_OverallQuality_Interaction
0.15
Overall_Quality_Impact
0.15
GrLivArea
0.15
Condition2
MISSING:
---
TOP CATEGORIES
Norm
1,445
99%
Feedr
6
<1%
Artery
2
<1%
RRNn
2
<1%
PosN
2
<1%
PosA
1
<1%
RRAn
1
<1%
RRAe
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition2
PROVIDES INFORMATION ON...
Condition1
0.06
KitchenAbvGr
0.05
MiscVal_Points
0.04
Combined_Misc_Points
0.03
MiscFeature
0.03
MiscFeature_Points
0.03
GarageQual
0.02
BldgType
0.02
ExterCond
0.02
ExterQual
0.01
RoofStyle
0.01
MSZoning
0.01
OverallCond
0.01
SaleType_Score
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition2:
Condition1
0.46
Neighborhood
0.33
OverallQual
0.24
Exterior1st
0.21
OverallCond
0.21
Exterior2nd
0.21
BsmtFinType1
0.17
GarageType
0.16
GarageType_num
0.16
ExterQual
0.16
BsmtQual
0.16
HouseStyle
0.16
BldgType
0.15
PavedDrive_GarageType_Interaction
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition2
CORRELATION RATIO WITH...
MiscVal
0.44
OpenPorchSF
0.21
Overall_Quality_Impact
0.20
Age_at_Remodel
0.17
GrLivArea
0.17
BsmtQual_to_BsmtFinSF
0.17
YearBuilt
0.16
1stFlrSF
0.16
TotalBsmtSF
0.15
MasVnrArea
0.15
BsmtFinSF1
0.15
Overall_Quality
0.14
LowQualFinSF
0.14
Functional_OverallQuality_Interaction
0.13
Electrical
MISSING:
---
TOP CATEGORIES
SBrkr
1,335
91%
FuseA
94
6%
FuseF
27
2%
FuseP
3
<1%
Mix
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Electrical_numerical
1.00
Utilities
0.33
CentralAir
0.18
CentralAir_numerical
0.18
Heating
0.12
Heating_Score
0.12
PavedDrive
0.07
PavedDrive_Score
0.07
BsmtCond
0.06
GarageCond
0.06
GarageQual
0.05
KitchenAbvGr
0.05
ExterQual
0.05
BsmtQual
0.05

THESE FEATURES
GIVE INFORMATION
ON Electrical:
Electrical_numerical
1.00
Neighborhood
0.24
Exterior2nd
0.18
Exterior1st
0.17
BsmtQual
0.15
OverallQual
0.14
KitchenQual
0.12
CentralAir
0.12
CentralAir_numerical
0.12
Foundation
0.12
ExterQual
0.12
GarageFinish
0.12
GarageFinish_num
0.12
PavedDrive_GarageType_Interaction
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
YearRemodAdd
0.36
YearBuilt
0.35
Overall_Quality
0.30
Neighborhood_avg_price
0.26
Functional_OverallQuality_Interaction
0.26
SalePrice
0.24
GarageArea
0.24
Garage_Feature
0.23
PavedDrive_LotFrontage_Interaction
0.21
Overall_Quality_Impact
0.20
TotalBsmtSF
0.18
FullBath_to_Bedrooms
0.18
FireplaceQu_OverallQuality_Interaction
0.17
BsmtFinSF1
0.16
Electrical_numerical
MISSING:
---
TOP CATEGORIES
5
1,335
91%
4
94
6%
3
27
2%
2
3
<1%
1
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical_numerical
PROVIDES INFORMATION ON...
Electrical
1.00
Utilities
0.33
CentralAir
0.18
CentralAir_numerical
0.18
Heating
0.12
Heating_Score
0.12
PavedDrive
0.07
PavedDrive_Score
0.07
BsmtCond
0.06
GarageCond
0.06
GarageQual
0.05
KitchenAbvGr
0.05
ExterQual
0.05
BsmtQual
0.05

THESE FEATURES
GIVE INFORMATION
ON Electrical_numerical:
Electrical
1.00
Neighborhood
0.24
Exterior2nd
0.18
Exterior1st
0.17
BsmtQual
0.15
OverallQual
0.14
KitchenQual
0.12
CentralAir
0.12
CentralAir_numerical
0.12
Foundation
0.12
ExterQual
0.12
GarageFinish
0.12
GarageFinish_num
0.12
PavedDrive_GarageType_Interaction
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical_numerical
CORRELATION RATIO WITH...
YearRemodAdd
0.36
YearBuilt
0.35
Overall_Quality
0.30
Neighborhood_avg_price
0.26
Functional_OverallQuality_Interaction
0.26
SalePrice
0.24
GarageArea
0.24
Garage_Feature
0.23
PavedDrive_LotFrontage_Interaction
0.21
Overall_Quality_Impact
0.20
TotalBsmtSF
0.18
FullBath_to_Bedrooms
0.18
FireplaceQu_OverallQuality_Interaction
0.17
BsmtFinSF1
0.16
EnclosedPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.39
Age_at_Remodel
0.31
YearRemodAdd
-0.19
Neighborhood_avg_price
-0.19
Garage_Capacity_per_Square_Meter
-0.16
Overall_Quality
-0.16
FullBath_to_Bedrooms
-0.14
SalePrice
-0.13
WoodDeckSF
-0.13
GarageArea
-0.12
Functional_OverallQuality_Interaction
-0.12
Garage_Feature
-0.12
BsmtFinSF_to_TotalArea
-0.12
BsmtQual_to_BsmtFinSF
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.39
Exterior1st
0.32
Exterior2nd
0.32
Foundation
0.31
BsmtQual
0.25
HouseStyle
0.23
MSZoning
0.23
PoolArea
0.23
PavedDrive_GarageType_Interaction
0.22
PavedDrive
0.20
PavedDrive_Score
0.20
GarageType
0.20
OverallCond
0.20
GarageType_num
0.20
MOST FREQUENT VALUES
0
1,252
85.8%
112
15
1.0%
96
6
0.4%
192
5
0.3%
144
5
0.3%
120
5
0.3%
216
5
0.3%
156
4
0.3%
116
4
0.3%
252
4
0.3%
184
3
0.2%
126
3
0.2%
150
3
0.2%
164
3
0.2%
128
3
0.2%
SMALLEST VALUES
0
1,252
85.8%
19
1
<0.1%
20
1
<0.1%
24
1
<0.1%
30
1
<0.1%
32
2
0.1%
34
2
0.1%
36
2
0.1%
37
1
<0.1%
39
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
48
1
<0.1%
50
1
<0.1%
LARGEST VALUES
552
1
<0.1%
386
1
<0.1%
330
1
<0.1%
318
1
<0.1%
301
1
<0.1%
294
1
<0.1%
293
1
<0.1%
291
1
<0.1%
286
1
<0.1%
280
1
<0.1%
275
1
<0.1%
272
1
<0.1%
268
1
<0.1%
264
2
0.1%
259
1
<0.1%
ExterCond
MISSING:
---
TOP CATEGORIES
3
1,282
88%
4
146
10%
2
28
2%
5
3
<1%
1
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterCond
PROVIDES INFORMATION ON...
PoolArea
0.09
Condition2
0.09
BsmtCond
0.07
OverallCond
0.07
Combined_Misc_Points
0.06
GarageCond
0.05
MiscVal_Points
0.05
CentralAir
0.04
CentralAir_numerical
0.04
GarageQual
0.04
Electrical
0.04
Electrical_numerical
0.04
Functional
0.04
PavedDrive
0.04

THESE FEATURES
GIVE INFORMATION
ON ExterCond:
OverallCond
0.20
Neighborhood
0.15
BsmtCond
0.07
OverallQual
0.06
BsmtQual
0.06
Foundation
0.06
GarageCars
0.06
GarageFinish
0.06
GarageFinish_num
0.06
KitchenQual
0.06
Exterior1st
0.05
ExterQual
0.05
PavedDrive_GarageType_Interaction
0.05
Exterior2nd
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterCond
CORRELATION RATIO WITH...
Age_at_Remodel
0.28
YearBuilt
0.27
GarageYrBlt
0.23
Garage_Feature
0.22
Functional_OverallQuality_Interaction
0.21
Overall_Quality
0.21
Neighborhood_avg_price
0.19
Garage_Capacity_per_Square_Meter
0.18
GarageArea
0.18
YearRemodAdd
0.16
PavedDrive_LotFrontage_Interaction
0.16
SalePrice
0.15
OpenPorchSF
0.14
TotalBsmtSF
0.14
ExterQual
MISSING:
---
TOP CATEGORIES
3
906
62%
4
488
33%
5
52
4%
2
14
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterQual
PROVIDES INFORMATION ON...
KitchenQual
0.35
Street
0.30
BsmtQual
0.25
OverallQual
0.22
Foundation
0.21
FullBath
0.19
GarageCars
0.18
HeatingQC
0.16
MasVnrType
0.16
Condition2
0.16
SaleType_Score
0.15
SaleType
0.15
GarageFinish
0.14
GarageFinish_num
0.14

THESE FEATURES
GIVE INFORMATION
ON ExterQual:
OverallQual
0.46
Neighborhood
0.44
KitchenQual
0.43
BsmtQual
0.34
Foundation
0.27
GarageCars
0.24
HeatingQC
0.22
GarageFinish
0.21
GarageFinish_num
0.21
Exterior2nd
0.20
Exterior1st
0.19
FullBath
0.19
BsmtFinType1
0.18
PavedDrive_GarageType_Interaction
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterQual
CORRELATION RATIO WITH...
Overall_Quality
0.85
SalePrice
0.69
Neighborhood_avg_price
0.66
Overall_Quality_Impact
0.66
Functional_OverallQuality_Interaction
0.64
YearBuilt
0.62
YearRemodAdd
0.60
FireplaceQu_OverallQuality_Interaction
0.50
GarageArea
0.50
TotalBsmtSF
0.48
Garage_Feature
0.45
GrLivArea
0.44
1stFlrSF
0.42
GrLivArea_per_Room
0.41
Exterior1st
MISSING:
---
TOP CATEGORIES
VinylSd
515
35%
HdBoard
222
15%
MetalSd
220
15%
Wd Sdng
206
14%
Plywood
108
7%
CemntBd
61
4%
BrkFace
50
3%
WdShing
26
2%
Stucco
25
2%
AsbShng
20
1%
BrkComm
2
<1%
Stone
2
<1%
AsphShn
1
<1%
ImStucc
1
<1%
CBlock
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior1st
PROVIDES INFORMATION ON...
Exterior2nd
0.80
PoolArea
0.34
RoofMatl
0.31
PoolQC
0.29
Foundation
0.24
Heating
0.23
Heating_Score
0.23
Utilities
0.23
Condition2
0.21
ExterQual
0.19
CentralAir
0.19
CentralAir_numerical
0.19
Neighborhood
0.19
BsmtQual
0.17

THESE FEATURES
GIVE INFORMATION
ON Exterior1st:
Exterior2nd
0.82
Neighborhood
0.29
Foundation
0.14
BsmtQual
0.10
OverallQual
0.09
HeatingQC
0.09
ExterQual
0.08
BsmtFinType1
0.08
PavedDrive_GarageType_Interaction
0.08
OverallCond
0.08
GarageType
0.07
GarageFinish
0.07
GarageFinish_num
0.07
GarageCars
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior1st
CORRELATION RATIO WITH...
YearBuilt
0.66
YearRemodAdd
0.54
Overall_Quality
0.50
Neighborhood_avg_price
0.45
Age_at_Remodel
0.44
SalePrice
0.39
Functional_OverallQuality_Interaction
0.39
GarageArea
0.34
Overall_Quality_Impact
0.34
EnclosedPorch
0.32
FullBath_to_Bedrooms
0.32
Garage_Feature
0.31
1stFlrSF
0.29
TotalBsmtSF
0.29
Exterior2nd
MISSING:
---
TOP CATEGORIES
VinylSd
504
35%
MetalSd
214
15%
HdBoard
207
14%
Wd Sdng
197
13%
Plywood
142
10%
CmentBd
60
4%
Wd Shng
38
3%
Stucco
26
2%
BrkFace
25
2%
AsbShng
20
1%
ImStucc
10
<1%
Brk Cmn
7
<1%
Stone
5
<1%
AsphShn
3
<1%
Other
1
<1%
CBlock
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior2nd
PROVIDES INFORMATION ON...
Exterior1st
0.82
PoolArea
0.38
PoolQC
0.34
Heating
0.26
Heating_Score
0.26
RoofMatl
0.26
Foundation
0.25
Utilities
0.24
Condition2
0.21
ExterQual
0.20
Neighborhood
0.19
CentralAir
0.18
CentralAir_numerical
0.18
Electrical
0.18

THESE FEATURES
GIVE INFORMATION
ON Exterior2nd:
Exterior1st
0.80
Neighborhood
0.28
Foundation
0.13
BsmtQual
0.10
OverallQual
0.09
HeatingQC
0.08
ExterQual
0.08
BsmtFinType1
0.08
PavedDrive_GarageType_Interaction
0.08
GarageType
0.07
OverallCond
0.07
GarageType_num
0.07
GarageFinish
0.07
GarageFinish_num
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior2nd
CORRELATION RATIO WITH...
YearBuilt
0.66
YearRemodAdd
0.55
Overall_Quality
0.51
Neighborhood_avg_price
0.44
Age_at_Remodel
0.42
Functional_OverallQuality_Interaction
0.40
SalePrice
0.39
GarageArea
0.34
Overall_Quality_Impact
0.33
EnclosedPorch
0.32
FullBath_to_Bedrooms
0.31
Garage_Feature
0.30
TotalBsmtSF
0.29
BsmtUnfSF
0.27
Fence
MISSING:
1,179
(81%)
TOP CATEGORIES
MnPrv
157
56%
GdPrv
59
21%
GdWo
54
19%
MnWw
11
4%
ALL
281
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
Fence_Points
1.00
PoolArea
0.30
PoolQC
0.25
Condition2
0.07
ExterQual
0.06
MiscFeature
0.05
MiscFeature_Points
0.05
Combined_Misc_Points
0.05
MiscVal_Points
0.05
SaleType
0.04
Foundation
0.04
BsmtQual
0.04
FullBath
0.04
SaleType_Score
0.04

THESE FEATURES
GIVE INFORMATION
ON Fence:
Fence_Points
1.00
Neighborhood
0.13
OverallQual
0.08
ExterQual
0.07
BsmtQual
0.07
Exterior1st
0.07
Foundation
0.07
Exterior2nd
0.07
OverallCond
0.05
FullBath
0.05
GarageCars
0.05
BsmtFinType1
0.05
HouseStyle
0.04
KitchenQual
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
Overall_Quality
0.24
YearBuilt
0.23
Neighborhood_avg_price
0.23
FullBath_to_Bedrooms
0.21
Functional_OverallQuality_Interaction
0.21
Overall_Quality_Impact
0.19
SalePrice
0.19
YearRemodAdd
0.18
GrLivArea_per_Room
0.17
Living_Area_per_Room
0.17
Lot_Frontage_to_Area
0.17
GarageArea
0.16
BsmtUnfSF
0.16
GrLivArea
0.15
Fence_Points
MISSING:
---
TOP CATEGORIES
2
1,179
81%
3
157
11%
1
59
4%
4
54
4%
5
11
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence_Points
PROVIDES INFORMATION ON...
Fence
1.00
PoolArea
0.30
PoolQC
0.25
Condition2
0.07
ExterQual
0.06
MiscFeature
0.05
MiscFeature_Points
0.05
Combined_Misc_Points
0.05
MiscVal_Points
0.05
SaleType
0.04
Foundation
0.04
BsmtQual
0.04
FullBath
0.04
SaleType_Score
0.04

THESE FEATURES
GIVE INFORMATION
ON Fence_Points:
Fence
1.00
Neighborhood
0.13
OverallQual
0.08
ExterQual
0.07
BsmtQual
0.07
Exterior1st
0.07
Foundation
0.07
Exterior2nd
0.07
OverallCond
0.05
FullBath
0.05
GarageCars
0.05
BsmtFinType1
0.05
HouseStyle
0.04
KitchenQual
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence_Points
CORRELATION RATIO WITH...
Overall_Quality
0.24
YearBuilt
0.23
Neighborhood_avg_price
0.23
FullBath_to_Bedrooms
0.21
Functional_OverallQuality_Interaction
0.21
Overall_Quality_Impact
0.19
SalePrice
0.19
YearRemodAdd
0.18
GrLivArea_per_Room
0.17
Living_Area_per_Room
0.17
Lot_Frontage_to_Area
0.17
GarageArea
0.16
BsmtUnfSF
0.16
GrLivArea
0.15
FireplaceQu
MISSING:
---
TOP CATEGORIES
0
690
47%
4
380
26%
3
313
21%
2
33
2%
5
24
2%
1
20
1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu
PROVIDES INFORMATION ON...
FireplaceQu_Score
1.00
Fireplaces
0.75
PoolArea
0.31
PoolQC
0.26
Utilities
0.16
Condition2
0.12
ExterQual
0.11
MasVnrType
0.10
CentralAir
0.10
CentralAir_numerical
0.10
RoofMatl
0.10
OverallQual
0.10
GarageCars
0.10
BsmtQual
0.09

THESE FEATURES
GIVE INFORMATION
ON FireplaceQu:
FireplaceQu_Score
1.00
Fireplaces
0.56
Neighborhood
0.21
OverallQual
0.14
GarageCars
0.09
BsmtQual
0.08
PavedDrive_GarageType_Interaction
0.08
GarageType
0.08
GarageType_num
0.07
GarageFinish
0.07
GarageFinish_num
0.07
KitchenQual
0.07
ExterQual
0.07
Exterior1st
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
CORRELATION RATIO WITH...
FireplaceQu_OverallQuality_Interaction
0.97
Fireplace_Impact
0.90
SalePrice
0.54
Overall_Quality_Impact
0.53
GrLivArea
0.49
Overall_Quality
0.48
Functional_OverallQuality_Interaction
0.45
GrLivArea_per_Room
0.43
Living_Area_per_Room
0.43
Neighborhood_avg_price
0.42
1stFlrSF
0.42
TotRmsAbvGrd
0.36
TotalBsmtSF
0.36
GarageArea
0.34
FireplaceQu_OverallQuality_Interaction
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Fireplace_Impact
0.87
SalePrice
0.65
Overall_Quality_Impact
0.63
Overall_Quality
0.61
Functional_OverallQuality_Interaction
0.57
GrLivArea
0.54
Neighborhood_avg_price
0.51
1stFlrSF
0.47
TotalBsmtSF
0.44
GrLivArea_per_Room
0.43
Living_Area_per_Room
0.43
GarageArea
0.42
TotRmsAbvGrd
0.41
Garage_Feature
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
0.97
FireplaceQu_Score
0.97
Fireplaces
0.90
OverallQual
0.66
Neighborhood
0.57
ExterQual
0.50
GarageCars
0.49
KitchenQual
0.49
BsmtQual
0.48
GarageFinish
0.45
GarageFinish_num
0.45
PavedDrive_GarageType_Interaction
0.42
GarageType
0.42
GarageType_num
0.41
MOST FREQUENT VALUES
0
690
47.3%
24
140
9.6%
18
110
7.5%
21
101
6.9%
28
93
6.4%
32
91
6.2%
20
51
3.5%
15
44
3.0%
36
30
2.1%
12
26
1.8%
40
18
1.2%
10
13
0.9%
5
12
0.8%
45
8
0.5%
16
7
0.5%
SMALLEST VALUES
0
690
47.3%
2
1
<0.1%
4
3
0.2%
5
12
0.8%
6
3
0.2%
7
1
<0.1%
10
13
0.9%
12
26
1.8%
14
3
0.2%
15
44
3.0%
16
7
0.5%
18
110
7.5%
20
51
3.5%
21
101
6.9%
24
140
9.6%
LARGEST VALUES
50
4
0.3%
45
8
0.5%
40
18
1.2%
36
30
2.1%
35
4
0.3%
32
91
6.2%
30
3
0.2%
28
93
6.4%
27
3
0.2%
25
1
<0.1%
24
140
9.6%
21
101
6.9%
20
51
3.5%
18
110
7.5%
16
7
0.5%
FireplaceQu_Score
MISSING:
---
TOP CATEGORIES
0
690
47%
4
380
26%
3
313
21%
2
33
2%
5
24
2%
1
20
1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu_Score
PROVIDES INFORMATION ON...
FireplaceQu
1.00
Fireplaces
0.75
PoolArea
0.31
PoolQC
0.26
Utilities
0.16
Condition2
0.12
ExterQual
0.11
MasVnrType
0.10
CentralAir
0.10
CentralAir_numerical
0.10
RoofMatl
0.10
OverallQual
0.10
GarageCars
0.10
BsmtQual
0.09

THESE FEATURES
GIVE INFORMATION
ON FireplaceQu_Score:
FireplaceQu
1.00
Fireplaces
0.56
Neighborhood
0.21
OverallQual
0.14
GarageCars
0.09
BsmtQual
0.08
PavedDrive_GarageType_Interaction
0.08
GarageType
0.08
GarageType_num
0.07
GarageFinish
0.07
GarageFinish_num
0.07
KitchenQual
0.07
ExterQual
0.07
Exterior1st
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu_Score
CORRELATION RATIO WITH...
FireplaceQu_OverallQuality_Interaction
0.97
Fireplace_Impact
0.90
SalePrice
0.54
Overall_Quality_Impact
0.53
GrLivArea
0.49
Overall_Quality
0.48
Functional_OverallQuality_Interaction
0.45
GrLivArea_per_Room
0.43
Living_Area_per_Room
0.43
Neighborhood_avg_price
0.42
1stFlrSF
0.42
TotRmsAbvGrd
0.36
TotalBsmtSF
0.36
GarageArea
0.34
Fireplace_Impact
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
FireplaceQu_OverallQuality_Interaction
0.87
SalePrice
0.51
Overall_Quality_Impact
0.50
GrLivArea
0.48
1stFlrSF
0.44
Overall_Quality
0.40
GrLivArea_per_Room
0.40
Living_Area_per_Room
0.40
Functional_OverallQuality_Interaction
0.38
TotalBsmtSF
0.38
Neighborhood_avg_price
0.35
TotRmsAbvGrd
0.35
BsmtQual_to_BsmtFinSF
0.29
GarageArea
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
0.96
FireplaceQu
0.90
FireplaceQu_Score
0.90
Neighborhood
0.46
OverallQual
0.46
PavedDrive_GarageType_Interaction
0.35
GarageType
0.34
GarageFinish
0.34
GarageFinish_num
0.34
GarageCars
0.34
KitchenQual
0.33
GarageType_num
0.32
ExterQual
0.31
BsmtQual
0.30
MOST FREQUENT VALUES
0
690
47.3%
4
328
22.5%
3
259
17.7%
6
54
3.7%
8
54
3.7%
2
28
1.9%
1
20
1.4%
5
19
1.3%
10
4
0.3%
12
2
0.1%
15
1
<0.1%
9
1
<0.1%
SMALLEST VALUES
0
690
47.3%
1
20
1.4%
2
28
1.9%
3
259
17.7%
4
328
22.5%
5
19
1.3%
6
54
3.7%
8
54
3.7%
9
1
<0.1%
10
4
0.3%
12
2
0.1%
15
1
<0.1%
LARGEST VALUES
15
1
<0.1%
12
2
0.1%
10
4
0.3%
9
1
<0.1%
8
54
3.7%
6
54
3.7%
5
19
1.3%
4
328
22.5%
3
259
17.7%
2
28
1.9%
1
20
1.4%
0
690
47.3%
Fireplaces
MISSING:
---
TOP CATEGORIES
0
690
47%
1
650
45%
2
115
8%
3
5
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
FireplaceQu
0.56
FireplaceQu_Score
0.56
PoolArea
0.24
PoolQC
0.18
RoofMatl
0.12
Street
0.11
Condition2
0.11
Utilities
0.10
CentralAir
0.09
CentralAir_numerical
0.09
KitchenAbvGr
0.08
GarageType
0.08
GarageType_num
0.08
PavedDrive_GarageType_Interaction
0.08

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
FireplaceQu
0.75
FireplaceQu_Score
0.75
Neighborhood
0.18
OverallQual
0.13
PavedDrive_GarageType_Interaction
0.10
GarageType
0.10
GarageFinish
0.09
GarageFinish_num
0.09
GarageType_num
0.09
GarageCars
0.08
ExterQual
0.06
BsmtQual
0.06
KitchenQual
0.06
FullBath
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
Fireplace_Impact
0.96
FireplaceQu_OverallQuality_Interaction
0.90
Overall_Quality_Impact
0.49
SalePrice
0.48
GrLivArea
0.47
1stFlrSF
0.42
Overall_Quality
0.41
GrLivArea_per_Room
0.40
Living_Area_per_Room
0.40
Neighborhood_avg_price
0.38
Functional_OverallQuality_Interaction
0.38
TotalBsmtSF
0.36
TotRmsAbvGrd
0.34
BsmtQual_to_BsmtFinSF
0.32
Foundation
MISSING:
---
TOP CATEGORIES
PConc
647
44%
CBlock
634
43%
BrkTil
146
10%
Slab
24
2%
Stone
6
<1%
Wood
3
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
BsmtQual
0.30
Heating
0.28
Heating_Score
0.28
ExterQual
0.27
BsmtCond
0.21
CentralAir
0.20
CentralAir_numerical
0.20
KitchenQual
0.19
BsmtFinType1
0.17
BsmtFinType2
0.17
FullBath
0.16
Neighborhood
0.16
HeatingQC
0.16
SaleType
0.15

THESE FEATURES
GIVE INFORMATION
ON Foundation:
Neighborhood
0.45
BsmtQual
0.32
BsmtFinType1
0.27
Exterior2nd
0.25
Exterior1st
0.24
OverallQual
0.22
ExterQual
0.21
KitchenQual
0.18
HeatingQC
0.17
OverallCond
0.17
GarageFinish
0.15
GarageFinish_num
0.15
GarageCars
0.15
PavedDrive_GarageType_Interaction
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
YearBuilt
0.76
Overall_Quality
0.69
Neighborhood_avg_price
0.59
YearRemodAdd
0.58
Age_at_Remodel
0.55
Functional_OverallQuality_Interaction
0.55
SalePrice
0.51
Overall_Quality_Impact
0.46
TotalBsmtSF
0.43
GarageArea
0.40
FullBath_to_Bedrooms
0.40
Garage_Feature
0.36
BsmtUnfSF
0.32
GrLivArea_per_Room
0.32
FullBath
MISSING:
---
TOP CATEGORIES
2
768
53%
1
650
45%
3
33
2%
0
9
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FullBath
PROVIDES INFORMATION ON...
PoolArea
0.19
ExterQual
0.19
BsmtQual
0.17
GarageCars
0.16
Foundation
0.13
PoolQC
0.13
OverallQual
0.12
KitchenAbvGr
0.12
KitchenQual
0.12
Utilities
0.10
Condition2
0.10
GarageFinish
0.09
GarageFinish_num
0.09
Neighborhood
0.09

THESE FEATURES
GIVE INFORMATION
ON FullBath:
Neighborhood
0.31
OverallQual
0.26
BsmtQual
0.23
GarageCars
0.22
ExterQual
0.19
Foundation
0.16
KitchenQual
0.15
GarageFinish
0.14
GarageFinish_num
0.14
Exterior1st
0.12
OverallCond
0.12
GarageType
0.11
PavedDrive_GarageType_Interaction
0.11
GarageType_num
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
CORRELATION RATIO WITH...
FullBath_to_Bedrooms
0.72
Overall_Quality_Impact
0.66
GrLivArea
0.65
SalePrice
0.58
TotRmsAbvGrd
0.56
Overall_Quality
0.56
Neighborhood_avg_price
0.53
YearBuilt
0.51
TotalOutdoorArea
0.48
Functional_OverallQuality_Interaction
0.47
YearRemodAdd
0.45
GrLivArea_per_Room
0.44
Living_Area_per_Room
0.44
2ndFlrSF
0.44
FullBath_to_Bedrooms
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.46
GrLivArea_per_Room
0.38
Living_Area_per_Room
0.38
YearRemodAdd
0.36
Neighborhood_avg_price
0.35
Overall_Quality
0.34
Functional_OverallQuality_Interaction
0.26
Age_at_Remodel
-0.26
SalePrice
0.20
Lot_Frontage_to_Area
-0.18
MSSubClass
0.18
GarageArea
0.18
Garage_Capacity_per_Square_Meter
0.17
TotRmsAbvGrd
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
0.72
Neighborhood
0.52
BsmtQual
0.49
Foundation
0.40
OverallQual
0.38
ExterQual
0.38
GarageCars
0.37
KitchenQual
0.36
OverallCond
0.34
GarageFinish
0.34
GarageFinish_num
0.34
BldgType
0.33
BsmtFinType1
0.32
Exterior1st
0.32
MOST FREQUENT VALUES
0.2
249
17.1%
0.2857142857142857
245
16.8%
0.25
237
16.2%
0.1666666666666666
233
16.0%
0.3333333333333333
196
13.4%
0.1428571428571428
81
5.5%
0.4
63
4.3%
0.2222222222222222
61
4.2%
0.125
29
2.0%
0.5
15
1.0%
0.1818181818181818
10
0.7%
0.0
9
0.6%
0.2727272727272727
8
0.5%
0.1111111111111111
8
0.5%
0.3
7
0.5%
SMALLEST VALUES
0.0
9
0.6%
0.1
1
<0.1%
0.1111111111111111
8
0.5%
0.125
29
2.0%
0.1428571428571428
81
5.5%
0.1666666666666666
233
16.0%
0.1818181818181818
10
0.7%
0.2
249
17.1%
0.2222222222222222
61
4.2%
0.25
237
16.2%
0.2727272727272727
8
0.5%
0.2857142857142857
245
16.8%
0.3
7
0.5%
0.3333333333333333
196
13.4%
0.375
4
0.3%
LARGEST VALUES
0.6
1
<0.1%
0.5
15
1.0%
0.4285714285714285
3
0.2%
0.4
63
4.3%
0.375
4
0.3%
0.3333333333333333
196
13.4%
0.3
7
0.5%
0.2857142857142857
245
16.8%
0.2727272727272727
8
0.5%
0.25
237
16.2%
0.2222222222222222
61
4.2%
0.2
249
17.1%
0.1818181818181818
10
0.7%
0.1666666666666666
233
16.0%
0.1428571428571428
81
5.5%
Functional
MISSING:
---
TOP CATEGORIES
Typ
1,360
93%
Min2
34
2%
Min1
31
2%
Mod
15
1%
Maj1
14
<1%
Maj2
5
<1%
Sev
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
Functional_Score
1.00
RoofMatl
0.09
Combined_Misc_Points
0.06
MiscVal_Points
0.06
Heating
0.05
Heating_Score
0.05
BsmtCond
0.05
MiscFeature
0.04
MiscFeature_Points
0.04
ExterCond
0.04
BsmtFinType2
0.03
Foundation
0.03
MasVnrType
0.03
LandSlope
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional:
Functional_Score
0.99
Neighborhood
0.18
Exterior2nd
0.12
BsmtFinType1
0.10
Exterior1st
0.10
OverallQual
0.09
OverallCond
0.09
Foundation
0.08
BsmtQual
0.07
BsmtFinType2
0.06
BsmtCond
0.06
GarageType
0.05
GarageType_num
0.05
KitchenQual
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
Functional_OverallQuality_Interaction
0.56
Overall_Quality
0.19
YearBuilt
0.19
BsmtFinSF2
0.15
Age_at_Remodel
0.15
Neighborhood_avg_price
0.15
Garage_Capacity_per_Square_Meter
0.14
SalePrice
0.13
LowQualFinSF
0.12
OpenPorchSF
0.12
Lot_Frontage_to_Area
0.11
GrLivArea
0.10
1stFlrSF
0.10
BsmtFinSF_to_TotalArea
0.10
Functional_OverallQuality_Interaction
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Overall_Quality
0.84
SalePrice
0.71
Overall_Quality_Impact
0.66
Neighborhood_avg_price
0.64
FireplaceQu_OverallQuality_Interaction
0.57
YearBuilt
0.55
GarageArea
0.51
YearRemodAdd
0.49
GrLivArea
0.47
Garage_Feature
0.47
TotalBsmtSF
0.47
GrLivArea_per_Room
0.40
Living_Area_per_Room
0.40
MasVnrArea
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.89
Neighborhood
0.68
ExterQual
0.64
BsmtQual
0.63
KitchenQual
0.61
GarageCars
0.57
Functional
0.56
Functional_Score
0.56
Foundation
0.55
GarageFinish
0.53
GarageFinish_num
0.53
BsmtFinType1
0.50
PavedDrive_GarageType_Interaction
0.48
GarageType
0.47
MOST FREQUENT VALUES
30.0
355
24.3%
25.0
347
23.8%
35.0
309
21.2%
40.0
165
11.3%
20.0
123
8.4%
45.0
43
2.9%
15.0
35
2.4%
50.0
18
1.2%
12.0
12
0.8%
10.0
8
0.5%
24.0
7
0.5%
0.0
5
0.3%
5.0
5
0.3%
6.0
4
0.3%
18.0
4
0.3%
SMALLEST VALUES
0.0
5
0.3%
1.0
1
<0.1%
2.0
1
<0.1%
5.0
5
0.3%
6.0
4
0.3%
7.0
4
0.3%
8.0
3
0.2%
9.0
1
<0.1%
10.0
8
0.5%
12.0
12
0.8%
14.0
2
0.1%
15.0
35
2.4%
16.0
3
0.2%
18.0
4
0.3%
20.0
123
8.4%
LARGEST VALUES
50.0
18
1.2%
45.0
43
2.9%
40.0
165
11.3%
35.0
309
21.2%
30.0
355
24.3%
28.0
3
0.2%
25.0
347
23.8%
24.0
7
0.5%
21.0
1
<0.1%
20.0
123
8.4%
18.0
4
0.3%
16.0
3
0.2%
15.0
35
2.4%
14.0
2
0.1%
12.0
12
0.8%
Functional_Score
MISSING:
1
(<1%)
TOP CATEGORIES
5.0
1,360
93%
3.0
34
2%
4.0
31
2%
2.0
15
1%
1.0
14
<1%
0.0
5
<1%
ALL
1,459
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional_Score
PROVIDES INFORMATION ON...
Functional
0.99
RoofMatl
0.07
Combined_Misc_Points
0.06
MiscVal_Points
0.06
Heating
0.05
Heating_Score
0.05
BsmtCond
0.04
MiscFeature
0.04
MiscFeature_Points
0.04
ExterCond
0.03
BsmtFinType2
0.03
Foundation
0.03
LandSlope
0.02
OverallCond
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional_Score:
Functional
1.00
Neighborhood
0.18
Exterior2nd
0.12
BsmtFinType1
0.09
Exterior1st
0.09
OverallQual
0.09
OverallCond
0.09
Foundation
0.08
BsmtQual
0.06
BsmtCond
0.06
BsmtFinType2
0.06
KitchenQual
0.05
ExterQual
0.05
GarageType
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional_Score
CORRELATION RATIO WITH...
Functional_OverallQuality_Interaction
0.56
Overall_Quality
0.19
YearBuilt
0.18
Age_at_Remodel
0.15
Neighborhood_avg_price
0.15
Garage_Capacity_per_Square_Meter
0.14
SalePrice
0.13
BsmtFinSF2
0.12
LowQualFinSF
0.12
Lot_Frontage_to_Area
0.10
1stFlrSF
0.10
BsmtFinSF_to_TotalArea
0.10
MasVnr_Area_to_TotalArea
0.10
YearRemodAdd
0.09
GarageArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Garage_Feature
0.95
SalePrice
0.62
Overall_Quality
0.58
Garage_Capacity_per_Square_Meter
0.57
Overall_Quality_Impact
0.57
GarageYrBlt
0.56
Neighborhood_avg_price
0.53
Functional_OverallQuality_Interaction
0.51
1stFlrSF
0.49
TotalBsmtSF
0.49
YearBuilt
0.48
GrLivArea
0.47
PavedDrive_LotFrontage_Interaction
0.42
FireplaceQu_OverallQuality_Interaction
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.89
GarageFinish
0.63
GarageFinish_num
0.63
GarageType
0.59
OverallQual
0.58
Neighborhood
0.57
GarageQual
0.56
GarageType_num
0.55
GarageCond
0.55
PavedDrive_GarageType_Interaction
0.52
ExterQual
0.50
KitchenQual
0.49
BsmtQual
0.48
FullBath
0.42
MOST FREQUENT VALUES
0
81
5.5%
440
49
3.4%
576
47
3.2%
240
38
2.6%
484
34
2.3%
528
33
2.3%
288
27
1.8%
400
25
1.7%
264
24
1.6%
480
24
1.6%
308
20
1.4%
420
19
1.3%
280
16
1.1%
672
15
1.0%
216
12
0.8%
SMALLEST VALUES
0
81
5.5%
160
2
0.1%
164
1
<0.1%
180
9
0.6%
186
1
<0.1%
189
1
<0.1%
192
1
<0.1%
198
1
<0.1%
200
4
0.3%
205
3
0.2%
208
1
<0.1%
210
3
0.2%
213
1
<0.1%
216
12
0.8%
220
3
0.2%
LARGEST VALUES
1418
1
<0.1%
1390
1
<0.1%
1356
1
<0.1%
1248
1
<0.1%
1220
1
<0.1%
1166
1
<0.1%
1134
1
<0.1%
1069
1
<0.1%
1053
1
<0.1%
1052
2
0.1%
1043
1
<0.1%
1025
1
<0.1%
1020
1
<0.1%
1014
1
<0.1%
995
1
<0.1%
GarageCars
MISSING:
---
TOP CATEGORIES
2
824
56%
1
369
25%
3
181
12%
0
81
6%
4
5
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCars
PROVIDES INFORMATION ON...
GarageCond
0.56
GarageQual
0.53
GarageFinish
0.26
GarageFinish_num
0.26
GarageType
0.26
ExterQual
0.24
GarageType_num
0.23
FullBath
0.22
BsmtQual
0.20
KitchenQual
0.18
PavedDrive_GarageType_Interaction
0.18
OverallQual
0.17
Foundation
0.15
MasVnrType
0.14

THESE FEATURES
GIVE INFORMATION
ON GarageCars:
Neighborhood
0.29
GarageFinish
0.29
GarageFinish_num
0.29
OverallQual
0.26
GarageType
0.25
GarageType_num
0.22
GarageQual
0.21
GarageCond
0.20
BsmtQual
0.20
PavedDrive_GarageType_Interaction
0.19
ExterQual
0.18
KitchenQual
0.16
FullBath
0.16
Foundation
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
CORRELATION RATIO WITH...
GarageYrBlt
1.00
Garage_Feature
0.94
GarageArea
0.89
Garage_Capacity_per_Square_Meter
0.73
SalePrice
0.70
Overall_Quality
0.66
Overall_Quality_Impact
0.62
Neighborhood_avg_price
0.62
YearBuilt
0.57
Functional_OverallQuality_Interaction
0.57
GrLivArea
0.50
FireplaceQu_OverallQuality_Interaction
0.49
TotalBsmtSF
0.48
1stFlrSF
0.47
GarageCond
MISSING:
---
TOP CATEGORIES
3
1,326
91%
0
81
6%
2
35
2%
4
9
<1%
1
7
<1%
5
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCond
PROVIDES INFORMATION ON...
GarageQual
0.65
GarageType
0.22
GarageCars
0.20
GarageType_num
0.20
GarageFinish
0.19
GarageFinish_num
0.19
PavedDrive_GarageType_Interaction
0.16
PavedDrive
0.16
PavedDrive_Score
0.16
CentralAir
0.15
CentralAir_numerical
0.15
Heating
0.14
Heating_Score
0.14
PoolArea
0.10

THESE FEATURES
GIVE INFORMATION
ON GarageCond:
GarageQual
0.71
GarageType
0.61
GarageFinish
0.59
GarageFinish_num
0.59
GarageCars
0.56
GarageType_num
0.53
PavedDrive_GarageType_Interaction
0.47
Neighborhood
0.24
OverallQual
0.15
PavedDrive
0.13
PavedDrive_Score
0.13
KitchenQual
0.11
ExterQual
0.10
Exterior1st
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCond
CORRELATION RATIO WITH...
GarageYrBlt
1.00
Garage_Feature
0.79
Garage_Capacity_per_Square_Meter
0.56
GarageArea
0.55
YearBuilt
0.37
PavedDrive_LotFrontage_Interaction
0.32
Overall_Quality
0.31
Age_at_Remodel
0.29
SalePrice
0.29
Neighborhood_avg_price
0.28
Functional_OverallQuality_Interaction
0.28
FireplaceQu_OverallQuality_Interaction
0.23
Overall_Quality_Impact
0.22
GrLivArea_per_Room
0.22
GarageFinish
MISSING:
81
(6%)
TOP CATEGORIES
Unf
605
44%
RFn
422
31%
Fin
352
26%
ALL
1,379
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish
PROVIDES INFORMATION ON...
GarageFinish_num
1.00
GarageCond
0.59
GarageQual
0.55
GarageType
0.39
GarageType_num
0.37
PavedDrive_GarageType_Interaction
0.30
GarageCars
0.29
CentralAir
0.22
CentralAir_numerical
0.22
ExterQual
0.21
BsmtQual
0.17
PavedDrive
0.16
PavedDrive_Score
0.16
Foundation
0.15

THESE FEATURES
GIVE INFORMATION
ON GarageFinish:
GarageFinish_num
1.00
GarageType
0.35
GarageType_num
0.32
PavedDrive_GarageType_Interaction
0.30
GarageCars
0.26
Neighborhood
0.25
GarageQual
0.20
GarageCond
0.19
OverallQual
0.17
BsmtQual
0.15
ExterQual
0.14
Foundation
0.13
KitchenQual
0.12
Exterior2nd
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
CORRELATION RATIO WITH...
GarageYrBlt
1.00
Garage_Feature
0.82
YearBuilt
0.63
GarageArea
0.63
Overall_Quality
0.61
Garage_Capacity_per_Square_Meter
0.56
Neighborhood_avg_price
0.55
SalePrice
0.55
Functional_OverallQuality_Interaction
0.53
Overall_Quality_Impact
0.48
YearRemodAdd
0.47
FireplaceQu_OverallQuality_Interaction
0.45
Age_at_Remodel
0.39
TotalBsmtSF
0.38
GarageFinish_num
MISSING:
---
TOP CATEGORIES
1.0
605
41%
2.0
422
29%
3.0
352
24%
0.0
81
6%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish_num
PROVIDES INFORMATION ON...
GarageFinish
1.00
GarageCond
0.59
GarageQual
0.55
GarageType
0.39
GarageType_num
0.37
PavedDrive_GarageType_Interaction
0.30
GarageCars
0.29
CentralAir
0.22
CentralAir_numerical
0.22
ExterQual
0.21
BsmtQual
0.17
PavedDrive
0.16
PavedDrive_Score
0.16
Foundation
0.15

THESE FEATURES
GIVE INFORMATION
ON GarageFinish_num:
GarageFinish
1.00
GarageType
0.35
GarageType_num
0.32
PavedDrive_GarageType_Interaction
0.30
GarageCars
0.26
Neighborhood
0.25
GarageQual
0.20
GarageCond
0.19
OverallQual
0.17
BsmtQual
0.15
ExterQual
0.14
Foundation
0.13
KitchenQual
0.12
Exterior2nd
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish_num
CORRELATION RATIO WITH...
GarageYrBlt
1.00
Garage_Feature
0.82
YearBuilt
0.63
GarageArea
0.63
Overall_Quality
0.61
Garage_Capacity_per_Square_Meter
0.56
Neighborhood_avg_price
0.55
SalePrice
0.55
Functional_OverallQuality_Interaction
0.53
Overall_Quality_Impact
0.48
YearRemodAdd
0.47
FireplaceQu_OverallQuality_Interaction
0.45
Age_at_Remodel
0.39
TotalBsmtSF
0.38
GarageQual
MISSING:
---
TOP CATEGORIES
3
1,311
90%
0
81
6%
2
48
3%
4
14
<1%
5
3
<1%
1
3
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageQual
PROVIDES INFORMATION ON...
GarageCond
0.71
GarageType
0.22
GarageCars
0.21
GarageType_num
0.20
GarageFinish
0.20
GarageFinish_num
0.20
PavedDrive_GarageType_Interaction
0.15
PavedDrive
0.14
PavedDrive_Score
0.14
Condition2
0.14
CentralAir
0.13
CentralAir_numerical
0.13
Heating
0.11
Heating_Score
0.11

THESE FEATURES
GIVE INFORMATION
ON GarageQual:
GarageCond
0.65
GarageType
0.56
GarageFinish
0.55
GarageFinish_num
0.55
GarageCars
0.53
GarageType_num
0.48
PavedDrive_GarageType_Interaction
0.42
Neighborhood
0.25
OverallQual
0.14
Foundation
0.12
PavedDrive
0.11
PavedDrive_Score
0.11
KitchenQual
0.10
Exterior1st
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageQual
CORRELATION RATIO WITH...
GarageYrBlt
1.00
Garage_Feature
0.79
Garage_Capacity_per_Square_Meter
0.57
GarageArea
0.56
YearBuilt
0.40
Age_at_Remodel
0.34
PavedDrive_LotFrontage_Interaction
0.31
Overall_Quality
0.29
SalePrice
0.29
Neighborhood_avg_price
0.28
Functional_OverallQuality_Interaction
0.28
FireplaceQu_OverallQuality_Interaction
0.23
LowQualFinSF
0.23
Overall_Quality_Impact
0.22
GarageType
MISSING:
81
(6%)
TOP CATEGORIES
Attchd
870
63%
Detchd
387
28%
BuiltIn
88
6%
Basment
19
1%
CarPort
9
<1%
2Types
6
<1%
ALL
1,379
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType
PROVIDES INFORMATION ON...
GarageType_num
1.00
PavedDrive_GarageType_Interaction
0.82
GarageCond
0.61
GarageQual
0.56
Utilities
0.53
GarageFinish
0.35
GarageFinish_num
0.35
GarageCars
0.25
CentralAir
0.25
CentralAir_numerical
0.25
Street
0.23
PavedDrive
0.20
PavedDrive_Score
0.20
Heating
0.17

THESE FEATURES
GIVE INFORMATION
ON GarageType:
GarageType_num
0.97
PavedDrive_GarageType_Interaction
0.89
GarageFinish
0.39
GarageFinish_num
0.39
Neighborhood
0.29
GarageCars
0.26
GarageCond
0.22
GarageQual
0.22
OverallQual
0.15
Exterior2nd
0.13
Foundation
0.13
Exterior1st
0.12
BsmtQual
0.12
HouseStyle
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
CORRELATION RATIO WITH...
GarageYrBlt
1.00
Garage_Feature
0.80
YearBuilt
0.60
GarageArea
0.59
Garage_Capacity_per_Square_Meter
0.57
Overall_Quality
0.53
Neighborhood_avg_price
0.51
SalePrice
0.50
Functional_OverallQuality_Interaction
0.47
Overall_Quality_Impact
0.46
PavedDrive_LotFrontage_Interaction
0.43
Age_at_Remodel
0.42
FireplaceQu_OverallQuality_Interaction
0.42
TotalBsmtSF
0.40
GarageType_num
MISSING:
---
TOP CATEGORIES
5.0
870
60%
4.0
387
27%
0.0
100
7%
3.0
88
6%
1.0
9
<1%
2.0
6
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType_num
PROVIDES INFORMATION ON...
GarageType
0.97
PavedDrive_GarageType_Interaction
0.79
GarageCond
0.53
GarageQual
0.48
Utilities
0.32
GarageFinish
0.32
GarageFinish_num
0.32
CentralAir
0.24
CentralAir_numerical
0.24
GarageCars
0.22
Street
0.22
PavedDrive
0.19
PavedDrive_Score
0.19
Heating
0.16

THESE FEATURES
GIVE INFORMATION
ON GarageType_num:
GarageType
1.00
PavedDrive_GarageType_Interaction
0.89
GarageFinish
0.37
GarageFinish_num
0.37
Neighborhood
0.28
GarageCars
0.23
GarageCond
0.20
GarageQual
0.20
OverallQual
0.15
Exterior2nd
0.13
Foundation
0.13
BsmtQual
0.12
Exterior1st
0.12
ExterQual
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType_num
CORRELATION RATIO WITH...
GarageYrBlt
0.89
Garage_Feature
0.73
YearBuilt
0.60
GarageArea
0.55
Garage_Capacity_per_Square_Meter
0.53
Overall_Quality
0.52
Neighborhood_avg_price
0.51
SalePrice
0.49
Functional_OverallQuality_Interaction
0.47
Overall_Quality_Impact
0.45
Age_at_Remodel
0.42
FireplaceQu_OverallQuality_Interaction
0.41
PavedDrive_LotFrontage_Interaction
0.40
TotalBsmtSF
0.40
GarageYrBlt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Garage_Feature
0.80
Garage_Capacity_per_Square_Meter
0.57
GarageArea
0.56
Overall_Quality
0.28
YearBuilt
0.27
PavedDrive_LotFrontage_Interaction
0.27
Neighborhood_avg_price
0.26
SalePrice
0.26
Functional_OverallQuality_Interaction
0.26
FireplaceQu_OverallQuality_Interaction
0.21
Age_at_Remodel
-0.21
Overall_Quality_Impact
0.21
GrLivArea_per_Room
0.20
Living_Area_per_Room
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
1.00
GarageFinish
1.00
GarageFinish_num
1.00
GarageType
1.00
GarageQual
1.00
GarageCond
1.00
GarageType_num
0.89
PavedDrive_GarageType_Interaction
0.73
Neighborhood
0.36
OverallQual
0.35
PavedDrive
0.35
PavedDrive_Score
0.35
KitchenQual
0.30
ExterQual
0.27
MOST FREQUENT VALUES
0.0
81
5.5%
2005.0
65
4.5%
2006.0
59
4.0%
2004.0
53
3.6%
2003.0
50
3.4%
2007.0
49
3.4%
1977.0
35
2.4%
1998.0
31
2.1%
1999.0
30
2.1%
1976.0
29
2.0%
2008.0
29
2.0%
2000.0
27
1.8%
1968.0
26
1.8%
2002.0
26
1.8%
1950.0
24
1.6%
SMALLEST VALUES
0.0
81
5.5%
1900.0
1
<0.1%
1906.0
1
<0.1%
1908.0
1
<0.1%
1910.0
3
0.2%
1914.0
2
0.1%
1915.0
2
0.1%
1916.0
5
0.3%
1918.0
2
0.1%
1920.0
14
1.0%
1921.0
3
0.2%
1922.0
5
0.3%
1923.0
3
0.2%
1924.0
3
0.2%
1925.0
10
0.7%
LARGEST VALUES
2010.0
3
0.2%
2009.0
21
1.4%
2008.0
29
2.0%
2007.0
49
3.4%
2006.0
59
4.0%
2005.0
65
4.5%
2004.0
53
3.6%
2003.0
50
3.4%
2002.0
26
1.8%
2001.0
20
1.4%
2000.0
27
1.8%
1999.0
30
2.1%
1998.0
31
2.1%
1997.0
19
1.3%
1996.0
20
1.4%
Garage_Capacity_per_Square_Meter
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Garage_Feature
0.64
GarageYrBlt
0.57
GarageArea
0.57
YearBuilt
0.34
2ndFlrSF
-0.31
TotalOutdoorArea
-0.27
Age_at_Remodel
-0.27
TotRmsAbvGrd
-0.24
GrLivArea
-0.24
Neighborhood_avg_price
0.21
YearRemodAdd
0.19
BsmtFinSF_to_TotalArea
0.18
Overall_Quality
0.18
FullBath_to_Bedrooms
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.73
GarageType
0.57
GarageQual
0.57
GarageFinish
0.56
GarageFinish_num
0.56
GarageCond
0.56
GarageType_num
0.53
PavedDrive_GarageType_Interaction
0.46
Neighborhood
0.39
HouseStyle
0.37
BedroomAbvGr
0.31
Exterior1st
0.25
PavedDrive
0.24
PavedDrive_Score
0.24
MOST FREQUENT VALUES
0.0
81
5.5%
0.0011574074074074
15
1.0%
0.0023584905660377
10
0.7%
0.0019230769230769
10
0.7%
0.0013736263736263
10
0.7%
0.0012254901960784
9
0.6%
0.0023148148148148
9
0.6%
0.0010964912280701
8
0.5%
0.0016666666666666
7
0.5%
0.0010416666666666
7
0.5%
0.0010131712259371
7
0.5%
0.0022371364653243
6
0.4%
0.0016339869281045
6
0.4%
0.0009157509157509
6
0.4%
0.0011904761904761
5
0.3%
SMALLEST VALUES
0.0
81
5.5%
0.0003544842254519
1
<0.1%
0.0003958828186856
1
<0.1%
0.0004086636697997
1
<0.1%
0.0004161464835622
1
<0.1%
0.0004215851602023
1
<0.1%
0.0004273504273504
1
<0.1%
0.0004310344827586
1
<0.1%
0.0004484304932735
1
<0.1%
0.0004524886877828
1
<0.1%
0.000456204379562
1
<0.1%
0.0004668534080298
1
<0.1%
0.0004807692307692
1
<0.1%
0.0004861448711716
1
<0.1%
0.0004980079681274
1
<0.1%
LARGEST VALUES
0.0045871559633027
1
<0.1%
0.0033557046979865
1
<0.1%
0.0029761904761904
1
<0.1%
0.0029013539651837
1
<0.1%
0.0027777777777777
1
<0.1%
0.002677376171352
1
<0.1%
0.0026178010471204
1
<0.1%
0.0026041666666666
2
0.1%
0.0025510204081632
1
<0.1%
0.0024906600249066
1
<0.1%
0.0024711696869851
1
<0.1%
0.002466091245376
1
<0.1%
0.0024509803921568
2
0.1%
0.0024469820554649
1
<0.1%
0.0024242424242424
1
<0.1%
Garage_Feature
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageArea
0.95
GarageYrBlt
0.80
Garage_Capacity_per_Square_Meter
0.64
SalePrice
0.56
Overall_Quality
0.53
Overall_Quality_Impact
0.49
Neighborhood_avg_price
0.49
Functional_OverallQuality_Interaction
0.47
YearBuilt
0.46
TotalBsmtSF
0.42
1stFlrSF
0.42
PavedDrive_LotFrontage_Interaction
0.41
GrLivArea
0.41
FireplaceQu_OverallQuality_Interaction
0.39

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.94
GarageFinish
0.82
GarageFinish_num
0.82
GarageType
0.80
GarageQual
0.79
GarageCond
0.79
GarageType_num
0.73
PavedDrive_GarageType_Interaction
0.65
Neighborhood
0.53
OverallQual
0.53
KitchenQual
0.46
ExterQual
0.45
BsmtQual
0.42
Foundation
0.36
MOST FREQUENT VALUES
0.0
81
5.5%
291.40000000000003
8
0.5%
375.9
6
0.4%
370.6
5
0.3%
370.7000000000001
5
0.3%
320.6
5
0.3%
411.1
5
0.3%
362.9
5
0.3%
406.6
5
0.3%
354.4
5
0.3%
375.4
4
0.3%
375.6
4
0.3%
391.2000000000001
4
0.3%
375.0
4
0.3%
393.2000000000001
4
0.3%
SMALLEST VALUES
0.0
81
5.5%
257.8
1
<0.1%
258.29999999999995
1
<0.1%
260.9
1
<0.1%
264.6
1
<0.1%
264.8
1
<0.1%
265.70000000000005
1
<0.1%
266.00000000000006
2
0.1%
266.40000000000003
1
<0.1%
266.5
1
<0.1%
267.3
1
<0.1%
267.8
1
<0.1%
267.90000000000003
1
<0.1%
268.79999999999995
1
<0.1%
269.50000000000006
1
<0.1%
LARGEST VALUES
770.4000000000001
1
<0.1%
759.6999999999998
1
<0.1%
743.4999999999999
1
<0.1%
701.4
1
<0.1%
691.6999999999999
1
<0.1%
670.3
1
<0.1%
657.0999999999999
1
<0.1%
630.4
1
<0.1%
624.5999999999999
2
0.1%
624.1999999999999
1
<0.1%
620.5
1
<0.1%
613.3999999999999
1
<0.1%
611.6999999999999
1
<0.1%
606.4
1
<0.1%
597.0999999999999
1
<0.1%
GrLivArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Overall_Quality_Impact
0.94
TotRmsAbvGrd
0.83
TotalOutdoorArea
0.73
SalePrice
0.71
2ndFlrSF
0.69
GrLivArea_per_Room
0.64
Living_Area_per_Room
0.64
1stFlrSF
0.57
Overall_Quality
0.54
FireplaceQu_OverallQuality_Interaction
0.54
Fireplace_Impact
0.48
Functional_OverallQuality_Interaction
0.47
GarageArea
0.47
TotalBsmtSF
0.45

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
0.65
OverallQual
0.61
BedroomAbvGr
0.57
HouseStyle
0.56
Neighborhood
0.52
GarageCars
0.50
FireplaceQu
0.49
FireplaceQu_Score
0.49
Fireplaces
0.47
ExterQual
0.44
KitchenQual
0.43
HalfBath
0.42
BsmtQual
0.39
GarageType
0.38
MOST FREQUENT VALUES
864
22
1.5%
1040
14
1.0%
894
11
0.8%
1456
10
0.7%
848
10
0.7%
1200
9
0.6%
912
9
0.6%
816
8
0.5%
1092
8
0.5%
1728
7
0.5%
1344
7
0.5%
987
7
0.5%
1768
6
0.4%
1224
6
0.4%
1484
6
0.4%
SMALLEST VALUES
334
1
<0.1%
438
1
<0.1%
480
1
<0.1%
520
1
<0.1%
605
1
<0.1%
616
1
<0.1%
630
6
0.4%
672
2
0.1%
691
1
<0.1%
693
1
<0.1%
694
1
<0.1%
698
1
<0.1%
708
1
<0.1%
720
3
0.2%
729
1
<0.1%
LARGEST VALUES
5642
1
<0.1%
4676
1
<0.1%
4476
1
<0.1%
4316
1
<0.1%
3627
1
<0.1%
3608
1
<0.1%
3493
1
<0.1%
3447
1
<0.1%
3395
1
<0.1%
3279
1
<0.1%
3238
1
<0.1%
3228
1
<0.1%
3222
1
<0.1%
3194
1
<0.1%
3140
1
<0.1%
GrLivArea_per_Room
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Living_Area_per_Room
1.00
GrLivArea
0.64
Overall_Quality_Impact
0.63
SalePrice
0.54
Overall_Quality
0.50
TotalOutdoorArea
0.44
FireplaceQu_OverallQuality_Interaction
0.43
Lot_Frontage_to_Area
-0.43
Neighborhood_avg_price
0.43
1stFlrSF
0.42
Functional_OverallQuality_Interaction
0.40
Fireplace_Impact
0.40
2ndFlrSF
0.39
GarageArea
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.52
Neighborhood
0.48
FullBath
0.44
FireplaceQu
0.43
FireplaceQu_Score
0.43
ExterQual
0.41
GarageCars
0.41
BsmtQual
0.40
Fireplaces
0.40
KitchenQual
0.40
GarageFinish
0.36
GarageFinish_num
0.36
GarageType
0.33
PavedDrive_GarageType_Interaction
0.33
MOST FREQUENT VALUES
5.157905212831292
20
1.4%
5.017279836814924
15
1.0%
5.883786533309793
15
1.0%
5.342334251964811
15
1.0%
5.209486152841421
13
0.9%
5.351858133476067
10
0.7%
5.37989735354046
10
0.7%
5.19184512203752
9
0.6%
5.262690188904886
9
0.6%
5.293304824724492
8
0.5%
5.198497031265826
8
0.5%
5.211669559822364
7
0.5%
5.525452939131784
7
0.5%
5.160969175396813
7
0.5%
5.3612921657094255
7
0.5%
SMALLEST VALUES
5.017279836814924
15
1.0%
5.019484909373238
1
<0.1%
5.02168513028284
1
<0.1%
5.02256386496153
1
<0.1%
5.031526653127632
1
<0.1%
5.040841136153322
3
0.2%
5.043425116919247
2
0.1%
5.049856007249537
1
<0.1%
5.056245805348308
1
<0.1%
5.05783689558055
1
<0.1%
5.061328408411774
2
0.1%
5.067645548813036
2
0.1%
5.068904202220232
1
<0.1%
5.071416766356115
1
<0.1%
5.072043922224899
1
<0.1%
LARGEST VALUES
5.883786533309793
15
1.0%
5.870426218730926
1
<0.1%
5.860786223465865
1
<0.1%
5.858789930203441
1
<0.1%
5.857933154483459
1
<0.1%
5.8562173976999565
1
<0.1%
5.856026576212877
1
<0.1%
5.8522024797744745
1
<0.1%
5.840157043843197
1
<0.1%
5.837147186723625
1
<0.1%
5.8368971137843815
1
<0.1%
5.835541464168558
1
<0.1%
5.831882477283517
2
0.1%
5.820082930352362
1
<0.1%
5.816685899484757
1
<0.1%
HalfBath
MISSING:
---
TOP CATEGORIES
0
913
63%
1
535
37%
2
12
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HalfBath
PROVIDES INFORMATION ON...
HouseStyle
0.18
KitchenAbvGr
0.13
Condition2
0.10
PoolArea
0.09
BldgType
0.06
Utilities
0.06
GarageType_num
0.05
BedroomAbvGr
0.05
GarageType
0.05
PavedDrive_GarageType_Interaction
0.05
RoofMatl
0.05
GarageCond
0.05
CentralAir
0.05
CentralAir_numerical
0.05

THESE FEATURES
GIVE INFORMATION
ON HalfBath:
HouseStyle
0.33
Neighborhood
0.16
BedroomAbvGr
0.09
OverallQual
0.09
PavedDrive_GarageType_Interaction
0.08
GarageType
0.08
GarageType_num
0.08
GarageFinish
0.06
GarageFinish_num
0.06
GarageCars
0.05
BsmtQual
0.05
BldgType
0.05
Foundation
0.05
FireplaceQu
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HalfBath
CORRELATION RATIO WITH...
2ndFlrSF
0.62
TotalOutdoorArea
0.62
GrLivArea
0.42
Overall_Quality_Impact
0.41
TotRmsAbvGrd
0.34
GrLivArea_per_Room
0.32
Living_Area_per_Room
0.32
SalePrice
0.30
Overall_Quality
0.29
Functional_OverallQuality_Interaction
0.28
YearBuilt
0.26
Neighborhood_avg_price
0.25
FireplaceQu_OverallQuality_Interaction
0.24
OpenPorchSF
0.22
Heating
MISSING:
---
TOP CATEGORIES
GasA
1,428
98%
GasW
18
1%
Grav
7
<1%
Wall
4
<1%
OthW
2
<1%
Floor
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
Heating_Score
1.00
CentralAir
0.18
CentralAir_numerical
0.18
GarageCond
0.05
Electrical
0.04
Electrical_numerical
0.04
BsmtCond
0.04
Foundation
0.04
GarageQual
0.03
PavedDrive
0.03
PavedDrive_Score
0.03
HeatingQC
0.03
Alley
0.03
KitchenAbvGr
0.03

THESE FEATURES
GIVE INFORMATION
ON Heating:
Heating_Score
1.00
CentralAir
0.33
CentralAir_numerical
0.33
Foundation
0.28
HeatingQC
0.27
Exterior2nd
0.26
Neighborhood
0.24
Exterior1st
0.23
BsmtFinType1
0.19
GarageType
0.17
PavedDrive_GarageType_Interaction
0.17
GarageType_num
0.16
OverallQual
0.16
HouseStyle
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
YearBuilt
0.22
YearRemodAdd
0.18
GarageYrBlt
0.18
Overall_Quality
0.17
Age_at_Remodel
0.17
Garage_Feature
0.17
TotalBsmtSF
0.16
Functional_OverallQuality_Interaction
0.15
Lot_Frontage_to_Area
0.14
GarageArea
0.14
PavedDrive_LotFrontage_Interaction
0.13
GrLivArea_per_Room
0.13
Living_Area_per_Room
0.13
LotArea
0.13
HeatingQC
MISSING:
---
TOP CATEGORIES
5
741
51%
3
428
29%
4
241
17%
2
49
3%
1
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HeatingQC
PROVIDES INFORMATION ON...
Heating
0.27
Heating_Score
0.27
ExterQual
0.22
Utilities
0.22
CentralAir
0.20
CentralAir_numerical
0.20
PoolArea
0.18
Foundation
0.17
KitchenQual
0.16
BsmtQual
0.12
Condition2
0.12
PoolQC
0.11
SaleType
0.11
SaleType_Score
0.10

THESE FEATURES
GIVE INFORMATION
ON HeatingQC:
Neighborhood
0.21
ExterQual
0.16
Foundation
0.16
Exterior2nd
0.15
KitchenQual
0.15
Exterior1st
0.14
OverallQual
0.14
BsmtQual
0.12
BsmtFinType1
0.09
GarageFinish
0.08
GarageFinish_num
0.08
GarageCars
0.07
OverallCond
0.06
PavedDrive_GarageType_Interaction
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HeatingQC
CORRELATION RATIO WITH...
YearRemodAdd
0.55
Overall_Quality
0.55
YearBuilt
0.48
Neighborhood_avg_price
0.44
SalePrice
0.44
Functional_OverallQuality_Interaction
0.42
Overall_Quality_Impact
0.39
GarageArea
0.31
Garage_Feature
0.29
TotalBsmtSF
0.29
FireplaceQu_OverallQuality_Interaction
0.28
GrLivArea_per_Room
0.27
Living_Area_per_Room
0.27
GrLivArea
0.26
Heating_ExterCond_Interaction
MISSING:
1,460
(100%)
Heating_ExterQual_Interaction
MISSING:
1,460
(100%)
Heating_Score
MISSING:
---
TOP CATEGORIES
6
1,428
98%
5
18
1%
4
7
<1%
3
4
<1%
2
2
<1%
1
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating_Score
PROVIDES INFORMATION ON...
Heating
1.00
CentralAir
0.18
CentralAir_numerical
0.18
GarageCond
0.05
Electrical
0.04
Electrical_numerical
0.04
BsmtCond
0.04
Foundation
0.04
GarageQual
0.03
PavedDrive
0.03
PavedDrive_Score
0.03
HeatingQC
0.03
Alley
0.03
KitchenAbvGr
0.03

THESE FEATURES
GIVE INFORMATION
ON Heating_Score:
Heating
1.00
CentralAir
0.33
CentralAir_numerical
0.33
Foundation
0.28
HeatingQC
0.27
Exterior2nd
0.26
Neighborhood
0.24
Exterior1st
0.23
BsmtFinType1
0.19
GarageType
0.17
PavedDrive_GarageType_Interaction
0.17
GarageType_num
0.16
OverallQual
0.16
HouseStyle
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating_Score
CORRELATION RATIO WITH...
YearBuilt
0.22
YearRemodAdd
0.18
GarageYrBlt
0.18
Overall_Quality
0.17
Age_at_Remodel
0.17
Garage_Feature
0.17
TotalBsmtSF
0.16
Functional_OverallQuality_Interaction
0.15
Lot_Frontage_to_Area
0.14
GarageArea
0.14
PavedDrive_LotFrontage_Interaction
0.13
GrLivArea_per_Room
0.13
Living_Area_per_Room
0.13
LotArea
0.13
HouseStyle
MISSING:
---
TOP CATEGORIES
1Story
726
50%
2Story
445
30%
1.5Fin
154
11%
SLvl
65
4%
SFoyer
37
3%
1.5Unf
14
<1%
2.5Unf
11
<1%
2.5Fin
8
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HouseStyle
PROVIDES INFORMATION ON...
Utilities
0.38
HalfBath
0.33
PoolArea
0.20
PoolQC
0.16
Condition2
0.16
Heating
0.15
Heating_Score
0.15
BedroomAbvGr
0.12
GarageType
0.11
FullBath
0.11
GarageType_num
0.11
PavedDrive_GarageType_Interaction
0.11
Foundation
0.10
Neighborhood
0.10

THESE FEATURES
GIVE INFORMATION
ON HouseStyle:
Neighborhood
0.23
HalfBath
0.18
BedroomAbvGr
0.11
PavedDrive_GarageType_Interaction
0.10
GarageType
0.10
Exterior2nd
0.09
GarageType_num
0.09
Exterior1st
0.09
Foundation
0.08
OverallQual
0.08
FullBath
0.07
BsmtQual
0.07
BsmtFinType1
0.07
BsmtExposure
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
CORRELATION RATIO WITH...
2ndFlrSF
0.92
TotalOutdoorArea
0.86
LowQualFinSF
0.61
GrLivArea
0.56
TotRmsAbvGrd
0.53
MSSubClass
0.51
YearBuilt
0.49
Overall_Quality_Impact
0.47
1stFlrSF
0.39
Age_at_Remodel
0.39
BsmtExposure_BsmtFinType1_Interaction
0.38
BsmtFinSF_to_TotalArea
0.37
Garage_Capacity_per_Square_Meter
0.37
TotalBsmtSF
0.35
Id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MasVnrArea
-0.05
MasVnr_Area_to_TotalArea
-0.05
3SsnPorch
-0.05
LowQualFinSF
-0.04
LotArea
-0.03
WoodDeckSF
-0.03
TotRmsAbvGrd
0.03
GrLivArea_per_Room
-0.02
Living_Area_per_Room
-0.02
Functional_OverallQuality_Interaction
-0.02
Garage_Capacity_per_Square_Meter
0.02
YearRemodAdd
-0.02
SalePrice
-0.02
MoSold
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.14
Combined_Misc_Points
0.10
MiscVal_Points
0.09
PoolArea
0.09
HouseStyle
0.08
BsmtFinType2
0.08
SaleType
0.08
Exterior2nd
0.08
SaleCondition_SaleType_Interaction
0.08
Exterior1st
0.08
RoofMatl
0.08
Condition2
0.07
RoofStyle
0.07
Electrical
0.07
MOST FREQUENT VALUES
1
1
<0.1%
982
1
<0.1%
980
1
<0.1%
979
1
<0.1%
978
1
<0.1%
977
1
<0.1%
976
1
<0.1%
975
1
<0.1%
974
1
<0.1%
973
1
<0.1%
972
1
<0.1%
971
1
<0.1%
970
1
<0.1%
969
1
<0.1%
968
1
<0.1%
SMALLEST VALUES
1
1
<0.1%
2
1
<0.1%
3
1
<0.1%
4
1
<0.1%
5
1
<0.1%
6
1
<0.1%
7
1
<0.1%
8
1
<0.1%
9
1
<0.1%
10
1
<0.1%
11
1
<0.1%
12
1
<0.1%
13
1
<0.1%
14
1
<0.1%
15
1
<0.1%
LARGEST VALUES
1460
1
<0.1%
1459
1
<0.1%
1458
1
<0.1%
1457
1
<0.1%
1456
1
<0.1%
1455
1
<0.1%
1454
1
<0.1%
1453
1
<0.1%
1452
1
<0.1%
1451
1
<0.1%
1450
1
<0.1%
1449
1
<0.1%
1448
1
<0.1%
1447
1
<0.1%
1446
1
<0.1%
KitchenAbvGr
MISSING:
---
TOP CATEGORIES
1
1,392
95%
2
65
4%
3
2
<1%
0
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenAbvGr
PROVIDES INFORMATION ON...
BldgType
0.21
Condition2
0.12
CentralAir
0.07
CentralAir_numerical
0.07
RoofMatl
0.05
BsmtCond
0.05
Heating
0.04
Heating_Score
0.04
BedroomAbvGr
0.04
GarageCond
0.04
HalfBath
0.04
GarageQual
0.04
BsmtFinType2
0.03
PavedDrive
0.03

THESE FEATURES
GIVE INFORMATION
ON KitchenAbvGr:
BldgType
0.69
BedroomAbvGr
0.25
Neighborhood
0.18
PavedDrive_GarageType_Interaction
0.16
BsmtQual
0.16
GarageType
0.15
GarageType_num
0.14
Foundation
0.14
GarageFinish
0.13
GarageFinish_num
0.13
HalfBath
0.13
BsmtFinType1
0.13
OverallQual
0.13
FullBath
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenAbvGr
CORRELATION RATIO WITH...
MSSubClass
0.29
TotRmsAbvGrd
0.26
Overall_Quality
0.24
GarageYrBlt
0.20
Functional_OverallQuality_Interaction
0.18
YearBuilt
0.18
YearRemodAdd
0.16
FireplaceQu_OverallQuality_Interaction
0.16
Garage_Feature
0.15
SalePrice
0.14
Neighborhood_avg_price
0.14
Fireplace_Impact
0.13
Garage_Capacity_per_Square_Meter
0.13
PavedDrive_LotFrontage_Interaction
0.12
KitchenQual
MISSING:
---
TOP CATEGORIES
3
735
50%
4
586
40%
5
100
7%
2
39
3%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenQual
PROVIDES INFORMATION ON...
ExterQual
0.43
BsmtQual
0.20
OverallQual
0.19
Foundation
0.18
CentralAir
0.17
CentralAir_numerical
0.17
PoolArea
0.17
GarageCars
0.16
FullBath
0.15
HeatingQC
0.15
MasVnrType
0.14
Heating
0.13
Heating_Score
0.13
SaleType
0.13

THESE FEATURES
GIVE INFORMATION
ON KitchenQual:
ExterQual
0.35
OverallQual
0.33
Neighborhood
0.30
BsmtQual
0.22
Foundation
0.19
GarageCars
0.18
HeatingQC
0.16
GarageFinish
0.15
GarageFinish_num
0.15
BsmtFinType1
0.14
Exterior2nd
0.13
Exterior1st
0.13
FullBath
0.12
PavedDrive_GarageType_Interaction
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
CORRELATION RATIO WITH...
Overall_Quality
0.82
SalePrice
0.68
YearRemodAdd
0.66
Overall_Quality_Impact
0.63
Functional_OverallQuality_Interaction
0.61
Neighborhood_avg_price
0.59
YearBuilt
0.55
GarageArea
0.49
FireplaceQu_OverallQuality_Interaction
0.49
Garage_Feature
0.46
TotalBsmtSF
0.45
GrLivArea
0.43
1stFlrSF
0.41
GrLivArea_per_Room
0.40
LandContour
MISSING:
---
TOP CATEGORIES
Lvl
1,311
90%
Bnk
63
4%
HLS
50
3%
Low
36
2%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandContour
PROVIDES INFORMATION ON...
LandSlope
0.38
Street
0.14
RoofMatl
0.13
Condition2
0.07
PoolArea
0.07
Neighborhood
0.04
BsmtExposure_Score
0.04
BsmtExposure
0.04
PoolQC
0.04
PavedDrive
0.03
PavedDrive_Score
0.03
ExterQual
0.03
LotShape
0.03
CentralAir
0.03

THESE FEATURES
GIVE INFORMATION
ON LandContour:
Neighborhood
0.28
LandSlope
0.20
BsmtExposure
0.09
BsmtExposure_Score
0.09
Exterior2nd
0.08
Exterior1st
0.08
PavedDrive_GarageType_Interaction
0.06
OverallQual
0.05
ExterQual
0.05
GarageType
0.05
LotShape
0.05
GarageType_num
0.05
GarageFinish
0.05
GarageFinish_num
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandContour
CORRELATION RATIO WITH...
LotArea
0.38
BsmtExposure_BsmtFinType1_Interaction
0.25
YearBuilt
0.22
Neighborhood_avg_price
0.17
SalePrice
0.16
Age_at_Remodel
0.15
Overall_Quality
0.15
YearRemodAdd
0.14
LowQualFinSF
0.13
BsmtFinSF1
0.13
Functional_OverallQuality_Interaction
0.13
FullBath_to_Bedrooms
0.13
BsmtFinSF_to_TotalArea
0.13
FireplaceQu_OverallQuality_Interaction
0.13
LandSlope
MISSING:
---
TOP CATEGORIES
Gtl
1,382
95%
Mod
65
4%
Sev
13
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandSlope
PROVIDES INFORMATION ON...
Street
0.21
LandContour
0.20
RoofMatl
0.13
BsmtExposure_Score
0.03
BsmtExposure
0.03
MiscVal_Points
0.02
Condition2
0.02
RoofStyle
0.02
Combined_Misc_Points
0.02
Neighborhood
0.02
Functional_Score
0.02
Functional
0.02
BsmtFullBath
0.01
Heating
0.01

THESE FEATURES
GIVE INFORMATION
ON LandSlope:
LandContour
0.38
Neighborhood
0.23
BsmtExposure
0.14
BsmtExposure_Score
0.14
Exterior1st
0.10
Exterior2nd
0.09
RoofMatl
0.06
RoofStyle
0.06
Fireplaces
0.06
OverallQual
0.05
BsmtFullBath
0.05
LotShape
0.04
PavedDrive_GarageType_Interaction
0.04
GarageType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
CORRELATION RATIO WITH...
LotArea
0.55
BsmtExposure_BsmtFinType1_Interaction
0.23
GrLivArea_per_Room
0.13
Living_Area_per_Room
0.13
Fireplace_Impact
0.12
BsmtUnfSF
0.12
BsmtFinSF1
0.11
BsmtFinSF2
0.11
Functional_OverallQuality_Interaction
0.10
WoodDeckSF
0.10
BsmtQual_to_BsmtFinSF
0.09
BsmtFinSF_to_TotalArea
0.09
LotFrontage
0.09
YearBuilt
0.07
Living_Area_per_Room
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea_per_Room
1.00
GrLivArea
0.64
Overall_Quality_Impact
0.63
SalePrice
0.54
Overall_Quality
0.50
TotalOutdoorArea
0.44
FireplaceQu_OverallQuality_Interaction
0.43
Lot_Frontage_to_Area
-0.43
Neighborhood_avg_price
0.43
1stFlrSF
0.42
Functional_OverallQuality_Interaction
0.40
Fireplace_Impact
0.40
2ndFlrSF
0.39
GarageArea
0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.52
Neighborhood
0.48
FullBath
0.44
FireplaceQu
0.43
FireplaceQu_Score
0.43
ExterQual
0.41
GarageCars
0.41
BsmtQual
0.40
Fireplaces
0.40
KitchenQual
0.40
GarageFinish
0.36
GarageFinish_num
0.36
GarageType
0.33
PavedDrive_GarageType_Interaction
0.33
MOST FREQUENT VALUES
5.157905212831292
20
1.4%
5.017279836814924
15
1.0%
5.883786533309793
15
1.0%
5.342334251964811
15
1.0%
5.209486152841421
13
0.9%
5.351858133476067
10
0.7%
5.37989735354046
10
0.7%
5.19184512203752
9
0.6%
5.262690188904886
9
0.6%
5.293304824724492
8
0.5%
5.198497031265826
8
0.5%
5.211669559822364
7
0.5%
5.525452939131784
7
0.5%
5.160969175396813
7
0.5%
5.3612921657094255
7
0.5%
SMALLEST VALUES
5.017279836814924
15
1.0%
5.019484909373238
1
<0.1%
5.02168513028284
1
<0.1%
5.02256386496153
1
<0.1%
5.031526653127632
1
<0.1%
5.040841136153322
3
0.2%
5.043425116919247
2
0.1%
5.049856007249537
1
<0.1%
5.056245805348308
1
<0.1%
5.05783689558055
1
<0.1%
5.061328408411774
2
0.1%
5.067645548813036
2
0.1%
5.068904202220232
1
<0.1%
5.071416766356115
1
<0.1%
5.072043922224899
1
<0.1%
LARGEST VALUES
5.883786533309793
15
1.0%
5.870426218730926
1
<0.1%
5.860786223465865
1
<0.1%
5.858789930203441
1
<0.1%
5.857933154483459
1
<0.1%
5.8562173976999565
1
<0.1%
5.856026576212877
1
<0.1%
5.8522024797744745
1
<0.1%
5.840157043843197
1
<0.1%
5.837147186723625
1
<0.1%
5.8368971137843815
1
<0.1%
5.835541464168558
1
<0.1%
5.831882477283517
2
0.1%
5.820082930352362
1
<0.1%
5.816685899484757
1
<0.1%
LotArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.34
1stFlrSF
0.30
Fireplace_Impact
0.27
PavedDrive_LotFrontage_Interaction
0.26
SalePrice
0.26
GrLivArea
0.26
TotalBsmtSF
0.26
Overall_Quality_Impact
0.24
BsmtFinSF1
0.21
BsmtQual_to_BsmtFinSF
0.21
BsmtExposure_BsmtFinType1_Interaction
0.19
TotRmsAbvGrd
0.19
FireplaceQu_OverallQuality_Interaction
0.18
GarageArea
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
0.55
Neighborhood
0.42
LandContour
0.38
LotShape
0.37
BsmtFullBath
0.33
Fireplaces
0.31
BsmtExposure
0.28
BsmtExposure_Score
0.28
BldgType
0.24
RoofMatl
0.23
MSZoning
0.21
Street
0.20
Exterior2nd
0.19
LotConfig
0.19
MOST FREQUENT VALUES
7200
25
1.7%
9600
24
1.6%
6000
17
1.2%
9000
14
1.0%
8400
14
1.0%
10800
14
1.0%
1680
10
0.7%
7500
9
0.6%
9100
8
0.5%
8125
8
0.5%
6120
8
0.5%
6240
8
0.5%
3182
7
0.5%
7800
6
0.4%
8450
6
0.4%
SMALLEST VALUES
1300
1
<0.1%
1477
1
<0.1%
1491
1
<0.1%
1526
1
<0.1%
1533
2
0.1%
1596
1
<0.1%
1680
10
0.7%
1869
1
<0.1%
1890
2
0.1%
1920
1
<0.1%
1936
1
<0.1%
1950
1
<0.1%
1953
1
<0.1%
1974
1
<0.1%
2001
1
<0.1%
LARGEST VALUES
215245
1
<0.1%
164660
1
<0.1%
159000
1
<0.1%
115149
1
<0.1%
70761
1
<0.1%
63887
1
<0.1%
57200
1
<0.1%
53504
1
<0.1%
53227
1
<0.1%
53107
1
<0.1%
50271
1
<0.1%
46589
1
<0.1%
45600
1
<0.1%
40094
1
<0.1%
39104
1
<0.1%
LotConfig
MISSING:
---
TOP CATEGORIES
Inside
1,052
72%
Corner
263
18%
CulDSac
94
6%
FR2
47
3%
FR3
4
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotConfig
PROVIDES INFORMATION ON...
Utilities
0.33
PoolArea
0.15
PoolQC
0.11
Condition2
0.11
RoofMatl
0.10
LotShape
0.10
Condition1
0.05
Heating
0.03
Heating_Score
0.03
BldgType
0.03
Combined_Misc_Points
0.03
MSZoning
0.03
MiscVal_Points
0.03
LandSlope
0.03

THESE FEATURES
GIVE INFORMATION
ON LotConfig:
LotShape
0.09
Neighborhood
0.08
Exterior2nd
0.04
Condition1
0.04
Exterior1st
0.03
PavedDrive_GarageType_Interaction
0.03
MSZoning
0.02
BldgType
0.02
GarageType
0.02
BsmtFinType1
0.02
BsmtQual
0.02
GarageType_num
0.02
Foundation
0.02
OverallQual
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotConfig
CORRELATION RATIO WITH...
LotFrontage
0.23
Lot_Frontage_to_Area
0.20
LotArea
0.19
PavedDrive_LotFrontage_Interaction
0.18
YearBuilt
0.15
SalePrice
0.14
Neighborhood_avg_price
0.14
EnclosedPorch
0.14
YearRemodAdd
0.11
GrLivArea
0.11
BsmtQual_to_BsmtFinSF
0.11
FullBath_to_Bedrooms
0.11
BsmtExposure_BsmtFinType1_Interaction
0.10
GrLivArea_per_Room
0.10
LotFrontage
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
PavedDrive_LotFrontage_Interaction
0.82
Lot_Frontage_to_Area
0.54
1stFlrSF
0.43
Overall_Quality_Impact
0.39
GrLivArea
0.39
TotalBsmtSF
0.38
MSSubClass
-0.37
SalePrice
0.35
GarageArea
0.34
LotArea
0.34
TotRmsAbvGrd
0.33
Garage_Feature
0.29
FireplaceQu_OverallQuality_Interaction
0.27
Neighborhood_avg_price
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.50
BldgType
0.48
MSZoning
0.35
PoolArea
0.33
RoofMatl
0.31
GarageCars
0.30
OverallQual
0.30
PavedDrive_GarageType_Interaction
0.29
GarageType
0.29
GarageType_num
0.28
BedroomAbvGr
0.27
Fireplaces
0.27
LotShape
0.24
FireplaceQu
0.23
MOST FREQUENT VALUES
60.0
152
10.4%
80.0
112
7.7%
70.0
94
6.4%
65.0
74
5.1%
73.0
70
4.8%
50.0
57
3.9%
75.0
53
3.6%
85.0
48
3.3%
71.0
38
2.6%
21.0
25
1.7%
78.0
25
1.7%
74.0
25
1.7%
68.0
23
1.6%
90.0
23
1.6%
24.0
21
1.4%
SMALLEST VALUES
21.0
25
1.7%
24.0
21
1.4%
30.0
6
0.4%
32.0
5
0.3%
33.0
1
<0.1%
34.0
10
0.7%
35.0
9
0.6%
36.0
6
0.4%
37.0
5
0.3%
38.0
1
<0.1%
39.0
1
<0.1%
40.0
12
0.8%
41.0
6
0.4%
42.0
4
0.3%
43.0
15
1.0%
LARGEST VALUES
313.0
2
0.1%
182.0
1
<0.1%
174.0
2
0.1%
168.0
1
<0.1%
160.0
1
<0.1%
153.0
1
<0.1%
152.0
1
<0.1%
150.0
1
<0.1%
149.0
1
<0.1%
144.0
1
<0.1%
141.0
1
<0.1%
140.0
1
<0.1%
138.0
1
<0.1%
137.0
1
<0.1%
134.0
2
0.1%
LotShape
MISSING:
---
TOP CATEGORIES
Reg
925
63%
IR1
484
33%
IR2
41
3%
IR3
10
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotShape
PROVIDES INFORMATION ON...
PoolArea
0.17
Utilities
0.13
LotConfig
0.09
RoofMatl
0.09
Condition2
0.08
PoolQC
0.07
MSZoning
0.07
LandContour
0.05
Heating
0.05
Heating_Score
0.05
LandSlope
0.04
Neighborhood
0.04
Alley
0.04
Street
0.03

THESE FEATURES
GIVE INFORMATION
ON LotShape:
Neighborhood
0.15
LotConfig
0.10
MSZoning
0.06
PavedDrive_GarageType_Interaction
0.05
BsmtQual
0.05
GarageType
0.04
GarageType_num
0.04
GarageFinish
0.04
GarageFinish_num
0.04
Exterior2nd
0.04
OverallQual
0.04
GarageCars
0.04
FireplaceQu
0.03
FireplaceQu_Score
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotShape
CORRELATION RATIO WITH...
LotArea
0.37
Neighborhood_avg_price
0.29
SalePrice
0.28
Overall_Quality_Impact
0.25
LotFrontage
0.24
YearBuilt
0.24
PavedDrive_LotFrontage_Interaction
0.24
Overall_Quality
0.23
FireplaceQu_OverallQuality_Interaction
0.22
TotalBsmtSF
0.22
GrLivArea
0.21
Fireplace_Impact
0.20
BsmtQual_to_BsmtFinSF
0.20
1stFlrSF
0.20
Lot_Frontage_to_Area
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.54
GrLivArea
-0.44
GrLivArea_per_Room
-0.43
Living_Area_per_Room
-0.43
Overall_Quality_Impact
-0.41
PavedDrive_LotFrontage_Interaction
0.36
MSSubClass
-0.34
TotRmsAbvGrd
-0.34
Overall_Quality
-0.33
1stFlrSF
-0.31
SalePrice
-0.31
TotalOutdoorArea
-0.29
FireplaceQu_OverallQuality_Interaction
-0.26
Functional_OverallQuality_Interaction
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.45
BldgType
0.38
FullBath
0.38
OverallQual
0.37
ExterQual
0.28
KitchenQual
0.27
Foundation
0.26
BsmtQual
0.25
HouseStyle
0.25
FireplaceQu
0.24
FireplaceQu_Score
0.24
Exterior1st
0.24
Exterior2nd
0.24
Fireplaces
0.22
MOST FREQUENT VALUES
0.0346220427005193
6
0.4%
0.0142372881355932
6
0.4%
0.0166270783847981
6
0.4%
0.0277777777777777
4
0.3%
0.0403923831506058
4
0.3%
0.0412007062978222
4
0.3%
0.011070110701107
3
0.2%
0.0346420323325635
3
0.2%
0.0089352196574832
3
0.2%
0.0309119010819165
3
0.2%
0.0382722799343903
3
0.2%
0.015025041736227
3
0.2%
0.01628664495114
3
0.2%
0.0287631831255992
3
0.2%
0.0374531835205992
3
0.2%
SMALLEST VALUES
0.0087944301942103
1
<0.1%
0.0089352196574832
3
0.2%
0.0092915214866434
1
<0.1%
0.0094358562537643
1
<0.1%
0.0097765363128491
1
<0.1%
0.0100200400801603
1
<0.1%
0.0101738024586689
1
<0.1%
0.0103537532355478
2
0.1%
0.0104211897524967
1
<0.1%
0.0105355575065847
1
<0.1%
0.010566037735849
1
<0.1%
0.0106007067137809
1
<0.1%
0.0108359133126934
2
0.1%
0.0108597285067873
1
<0.1%
0.0109147609147609
1
<0.1%
LARGEST VALUES
0.1100719424460431
1
<0.1%
0.0808314087759815
1
<0.1%
0.075476247890041
1
<0.1%
0.0746268656716417
1
<0.1%
0.0692440854010386
1
<0.1%
0.068259385665529
1
<0.1%
0.0671960904092852
1
<0.1%
0.0668896321070234
1
<0.1%
0.0666965085049239
1
<0.1%
0.0617601646937725
1
<0.1%
0.0607919687674288
1
<0.1%
0.0593413759373981
1
<0.1%
0.0575934178950977
1
<0.1%
0.0575575575575575
1
<0.1%
0.057471264367816
1
<0.1%
LowQualFinSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.18
Age_at_Remodel
0.17
GarageYrBlt
-0.15
GrLivArea
0.13
TotRmsAbvGrd
0.13
Garage_Capacity_per_Square_Meter
-0.13
Garage_Feature
-0.11
Neighborhood_avg_price
-0.09
BsmtFinSF_to_TotalArea
-0.08
FullBath_to_Bedrooms
-0.07
MasVnr_Area_to_TotalArea
-0.07
Overall_Quality_Impact
0.07
MasVnrArea
-0.07
GarageArea
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.61
Neighborhood
0.32
BedroomAbvGr
0.31
GarageQual
0.23
PoolArea
0.21
SaleCondition_SaleType_Interaction
0.21
GarageType
0.19
GarageType_num
0.19
GarageCond
0.17
PavedDrive_GarageType_Interaction
0.16
GarageFinish
0.16
GarageFinish_num
0.16
GarageCars
0.15
PoolQC
0.15
MOST FREQUENT VALUES
0
1,434
98.2%
80
3
0.2%
360
2
0.1%
205
1
<0.1%
479
1
<0.1%
397
1
<0.1%
514
1
<0.1%
120
1
<0.1%
481
1
<0.1%
232
1
<0.1%
53
1
<0.1%
515
1
<0.1%
156
1
<0.1%
473
1
<0.1%
420
1
<0.1%
SMALLEST VALUES
0
1,434
98.2%
53
1
<0.1%
80
3
0.2%
120
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
1
<0.1%
232
1
<0.1%
234
1
<0.1%
360
2
0.1%
371
1
<0.1%
384
1
<0.1%
390
1
<0.1%
392
1
<0.1%
397
1
<0.1%
LARGEST VALUES
572
1
<0.1%
528
1
<0.1%
515
1
<0.1%
514
1
<0.1%
513
1
<0.1%
481
1
<0.1%
479
1
<0.1%
473
1
<0.1%
420
1
<0.1%
397
1
<0.1%
392
1
<0.1%
390
1
<0.1%
384
1
<0.1%
371
1
<0.1%
360
2
0.1%
MSSubClass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
-0.37
Lot_Frontage_to_Area
-0.34
PavedDrive_LotFrontage_Interaction
-0.32
2ndFlrSF
0.31
TotalOutdoorArea
0.27
1stFlrSF
-0.25
TotalBsmtSF
-0.24
FullBath_to_Bedrooms
0.18
BsmtUnfSF
-0.14
LotArea
-0.14
GrLivArea_per_Room
0.13
Living_Area_per_Room
0.13
Garage_Feature
-0.10
MasVnr_Area_to_TotalArea
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.86
Neighborhood
0.52
HouseStyle
0.51
MSZoning
0.35
KitchenAbvGr
0.29
BedroomAbvGr
0.27
Exterior2nd
0.24
Exterior1st
0.22
Alley
0.19
HalfBath
0.18
GarageCars
0.18
BsmtQual
0.17
GarageType
0.17
GarageType_num
0.17
MOST FREQUENT VALUES
20
536
36.7%
60
299
20.5%
50
144
9.9%
120
87
6.0%
30
69
4.7%
160
63
4.3%
70
60
4.1%
80
58
4.0%
90
52
3.6%
190
30
2.1%
85
20
1.4%
75
16
1.1%
45
12
0.8%
180
10
0.7%
40
4
0.3%
SMALLEST VALUES
20
536
36.7%
30
69
4.7%
40
4
0.3%
45
12
0.8%
50
144
9.9%
60
299
20.5%
70
60
4.1%
75
16
1.1%
80
58
4.0%
85
20
1.4%
90
52
3.6%
120
87
6.0%
160
63
4.3%
180
10
0.7%
190
30
2.1%
LARGEST VALUES
190
30
2.1%
180
10
0.7%
160
63
4.3%
120
87
6.0%
90
52
3.6%
85
20
1.4%
80
58
4.0%
75
16
1.1%
70
60
4.1%
60
299
20.5%
50
144
9.9%
45
12
0.8%
40
4
0.3%
30
69
4.7%
20
536
36.7%
MSZoning
MISSING:
---
TOP CATEGORIES
RL
1,151
79%
RM
218
15%
FV
65
4%
RH
16
1%
C (all)
10
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSZoning
PROVIDES INFORMATION ON...
Alley
0.27
Street
0.17
Neighborhood
0.16
CentralAir
0.12
CentralAir_numerical
0.12
Condition2
0.11
PavedDrive
0.11
PavedDrive_Score
0.11
BldgType
0.09
Foundation
0.09
GarageType_num
0.08
ExterQual
0.08
GarageType
0.08
PavedDrive_GarageType_Interaction
0.08

THESE FEATURES
GIVE INFORMATION
ON MSZoning:
Neighborhood
0.67
Exterior2nd
0.14
Foundation
0.13
PavedDrive_GarageType_Interaction
0.13
Exterior1st
0.13
GarageType
0.12
GarageType_num
0.12
Alley
0.11
OverallQual
0.10
BsmtQual
0.10
GarageFinish
0.09
GarageFinish_num
0.09
ExterQual
0.09
HouseStyle
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
CORRELATION RATIO WITH...
Neighborhood_avg_price
0.51
YearBuilt
0.47
PavedDrive_LotFrontage_Interaction
0.42
Age_at_Remodel
0.37
LotFrontage
0.35
MSSubClass
0.35
SalePrice
0.33
Overall_Quality
0.32
1stFlrSF
0.31
FullBath_to_Bedrooms
0.30
YearRemodAdd
0.28
Functional_OverallQuality_Interaction
0.28
TotalBsmtSF
0.27
GarageArea
0.27
MasVnrArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MasVnr_Area_to_TotalArea
0.93
SalePrice
0.47
Overall_Quality_Impact
0.46
Overall_Quality
0.40
GrLivArea
0.39
Neighborhood_avg_price
0.38
Functional_OverallQuality_Interaction
0.38
GarageArea
0.37
TotalBsmtSF
0.36
FireplaceQu_OverallQuality_Interaction
0.35
1stFlrSF
0.34
Garage_Feature
0.32
YearBuilt
0.31
BsmtQual_to_BsmtFinSF
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.52
OverallQual
0.46
GarageCars
0.41
ExterQual
0.39
BsmtQual
0.36
KitchenQual
0.30
FireplaceQu
0.29
FireplaceQu_Score
0.29
GarageFinish
0.28
GarageFinish_num
0.28
FullBath
0.28
RoofStyle
0.27
PavedDrive_GarageType_Interaction
0.26
Fireplaces
0.26
MOST FREQUENT VALUES
0.0
869
59.5%
180.0
8
0.5%
72.0
8
0.5%
108.0
8
0.5%
120.0
7
0.5%
16.0
7
0.5%
200.0
6
0.4%
340.0
6
0.4%
106.0
6
0.4%
80.0
6
0.4%
132.0
5
0.3%
320.0
5
0.3%
360.0
5
0.3%
84.0
5
0.3%
170.0
5
0.3%
SMALLEST VALUES
0.0
869
59.5%
1.0
2
0.1%
11.0
1
<0.1%
14.0
1
<0.1%
16.0
7
0.5%
18.0
2
0.1%
22.0
1
<0.1%
24.0
1
<0.1%
27.0
1
<0.1%
28.0
1
<0.1%
30.0
2
0.1%
31.0
1
<0.1%
32.0
1
<0.1%
34.0
1
<0.1%
36.0
1
<0.1%
LARGEST VALUES
1600.0
1
<0.1%
1378.0
1
<0.1%
1170.0
1
<0.1%
1129.0
1
<0.1%
1115.0
1
<0.1%
1047.0
1
<0.1%
1031.0
1
<0.1%
975.0
1
<0.1%
922.0
1
<0.1%
921.0
1
<0.1%
894.0
1
<0.1%
870.0
1
<0.1%
860.0
1
<0.1%
816.0
1
<0.1%
796.0
1
<0.1%
MasVnrType
MISSING:
---
TOP CATEGORIES
BrkFace
1,317
90%
Stone
128
9%
BrkCmn
15
1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MasVnrType
PROVIDES INFORMATION ON...
SaleType_Score
0.07
SaleType
0.07
ExterQual
0.07
SaleCondition
0.06
SaleCondition_Score
0.06
PoolArea
0.05
BsmtQual
0.05
KitchenQual
0.05
RoofMatl
0.05
SaleCondition_SaleType_Interaction
0.05
GarageCars
0.05
Foundation
0.04
OverallQual
0.04
FullBath
0.03

THESE FEATURES
GIVE INFORMATION
ON MasVnrType:
Neighborhood
0.26
OverallQual
0.18
BsmtQual
0.16
ExterQual
0.16
KitchenQual
0.14
GarageCars
0.14
Exterior1st
0.14
Exterior2nd
0.13
Foundation
0.11
SaleCondition_SaleType_Interaction
0.11
SaleCondition
0.11
SaleCondition_Score
0.11
SaleType
0.10
FireplaceQu
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
CORRELATION RATIO WITH...
Overall_Quality
0.37
SalePrice
0.33
TotalBsmtSF
0.30
YearBuilt
0.29
Neighborhood_avg_price
0.29
Functional_OverallQuality_Interaction
0.29
GarageArea
0.29
1stFlrSF
0.27
Overall_Quality_Impact
0.26
YearRemodAdd
0.26
MasVnrArea
0.25
FireplaceQu_OverallQuality_Interaction
0.25
BsmtQual_to_BsmtFinSF
0.25
Garage_Feature
0.24
MasVnr_Area_to_TotalArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MasVnrArea
0.93
SalePrice
0.31
Functional_OverallQuality_Interaction
0.29
Overall_Quality
0.29
YearBuilt
0.28
Neighborhood_avg_price
0.28
Overall_Quality_Impact
0.27
GarageArea
0.27
Garage_Feature
0.24
FireplaceQu_OverallQuality_Interaction
0.24
Age_at_Remodel
-0.24
GrLivArea
0.22
TotalBsmtSF
0.21
BsmtQual_to_BsmtFinSF
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.50
OverallQual
0.33
GarageCars
0.30
ExterQual
0.26
BsmtQual
0.25
HouseStyle
0.23
GarageFinish
0.22
GarageFinish_num
0.22
MasVnrType
0.22
Exterior2nd
0.22
PavedDrive_GarageType_Interaction
0.22
Exterior1st
0.22
RoofStyle
0.21
Foundation
0.20
MOST FREQUENT VALUES
0.0
869
59.5%
0.0442404006677796
3
0.2%
0.01861504095309
3
0.2%
0.0372266170311772
2
0.1%
0.0630220197418375
2
0.1%
0.0994702766333137
2
0.1%
0.0865214832254267
2
0.1%
0.0342815463165572
2
0.1%
0.0413043478260869
2
0.1%
0.100058858151854
2
0.1%
0.1
2
0.1%
0.0761460761460761
1
<0.1%
0.055797733217088
1
<0.1%
0.0964401294498382
1
<0.1%
0.2007421150278293
1
<0.1%
SMALLEST VALUES
0.0
869
59.5%
0.0002504382669671
1
<0.1%
0.0005467468562055
1
<0.1%
0.0046434494195688
1
<0.1%
0.00479302832244
1
<0.1%
0.0051331408405518
1
<0.1%
0.0052168242582328
1
<0.1%
0.00530679933665
1
<0.1%
0.005685856432125
1
<0.1%
0.005767382249279
1
<0.1%
0.0062893081761006
1
<0.1%
0.0063041765169424
1
<0.1%
0.0063514467184191
1
<0.1%
0.0063974410235905
1
<0.1%
0.0080669256050194
1
<0.1%
LARGEST VALUES
0.5457025920873124
1
<0.1%
0.5150547445255474
1
<0.1%
0.4807162534435262
1
<0.1%
0.4094915254237288
1
<0.1%
0.4028841820639928
1
<0.1%
0.3457627118644067
1
<0.1%
0.2766101694915254
1
<0.1%
0.2543576500968367
1
<0.1%
0.2538588754134509
1
<0.1%
0.2520117044623262
1
<0.1%
0.2514734774066797
1
<0.1%
0.2503367759317467
1
<0.1%
0.2502566735112936
1
<0.1%
0.2500961908426318
1
<0.1%
0.2353343985391463
1
<0.1%
MiscFeature
MISSING:
1,406
(96%)
TOP CATEGORIES
Shed
49
91%
Gar2
2
4%
Othr
2
4%
TenC
1
2%
ALL
54
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature
PROVIDES INFORMATION ON...
MiscFeature_Points
1.00
Combined_Misc_Points
0.81
MiscVal_Points
0.80
Street
0.16
PoolArea
0.15
PoolQC
0.14
Condition2
0.07
Functional_Score
0.02
Functional
0.02
ExterCond
0.01
KitchenAbvGr
0.01
Fence
0.01
Fence_Points
0.01
BsmtFinType2
0.01

THESE FEATURES
GIVE INFORMATION
ON MiscFeature:
MiscFeature_Points
1.00
Combined_Misc_Points
0.98
MiscVal_Points
0.91
Neighborhood
0.12
Exterior2nd
0.09
Exterior1st
0.07
Foundation
0.07
BsmtFinType1
0.06
OverallQual
0.06
KitchenQual
0.05
OverallCond
0.05
Fence
0.05
Fence_Points
0.05
ExterQual
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
CORRELATION RATIO WITH...
MiscVal
0.94
ScreenPorch
0.20
Overall_Quality
0.12
Functional_OverallQuality_Interaction
0.12
LotArea
0.11
TotRmsAbvGrd
0.11
YearRemodAdd
0.10
Overall_Quality_Impact
0.10
Neighborhood_avg_price
0.09
GrLivArea
0.09
TotalBsmtSF
0.09
Lot_Frontage_to_Area
0.09
LowQualFinSF
0.09
YearBuilt
0.08
MiscFeature_Points
MISSING:
---
TOP CATEGORIES
0
1,406
96%
1
49
3%
5
2
<1%
2
2
<1%
10
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature_Points
PROVIDES INFORMATION ON...
MiscFeature
1.00
Combined_Misc_Points
0.81
MiscVal_Points
0.80
Street
0.16
PoolArea
0.15
PoolQC
0.14
Condition2
0.07
Functional_Score
0.02
Functional
0.02
ExterCond
0.01
KitchenAbvGr
0.01
Fence
0.01
Fence_Points
0.01
BsmtFinType2
0.01

THESE FEATURES
GIVE INFORMATION
ON MiscFeature_Points:
MiscFeature
1.00
Combined_Misc_Points
0.98
MiscVal_Points
0.91
Neighborhood
0.12
Exterior2nd
0.09
Exterior1st
0.07
Foundation
0.07
BsmtFinType1
0.06
OverallQual
0.06
KitchenQual
0.05
OverallCond
0.05
Fence
0.05
Fence_Points
0.05
ExterQual
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature_Points
CORRELATION RATIO WITH...
MiscVal
0.94
ScreenPorch
0.20
Overall_Quality
0.12
Functional_OverallQuality_Interaction
0.12
LotArea
0.11
TotRmsAbvGrd
0.11
YearRemodAdd
0.10
Overall_Quality_Impact
0.10
Neighborhood_avg_price
0.09
GrLivArea
0.09
TotalBsmtSF
0.09
Lot_Frontage_to_Area
0.09
LowQualFinSF
0.09
YearBuilt
0.08
MiscVal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Overall_Quality
-0.05
Neighborhood_avg_price
-0.04
GrLivArea_per_Room
-0.04
Living_Area_per_Room
-0.04
Functional_OverallQuality_Interaction
-0.04
LotArea
0.04
FullBath_to_Bedrooms
-0.03
YearBuilt
-0.03
Age_at_Remodel
0.03
Garage_Capacity_per_Square_Meter
-0.03
Lot_Frontage_to_Area
0.03
ScreenPorch
0.03
MasVnr_Area_to_TotalArea
-0.03
MasVnrArea
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Combined_Misc_Points
1.00
MiscVal_Points
0.99
MiscFeature
0.94
MiscFeature_Points
0.94
Condition2
0.44
RoofStyle
0.31
HalfBath
0.12
PoolArea
0.10
OverallCond
0.10
Neighborhood
0.09
Foundation
0.09
BsmtExposure
0.09
ExterCond
0.08
Functional
0.08
MOST FREQUENT VALUES
0
1,408
96.4%
400
11
0.8%
500
8
0.5%
700
5
0.3%
450
4
0.3%
600
4
0.3%
2000
4
0.3%
1200
2
0.1%
480
2
0.1%
15500
1
<0.1%
800
1
<0.1%
350
1
<0.1%
3500
1
<0.1%
1300
1
<0.1%
54
1
<0.1%
SMALLEST VALUES
0
1,408
96.4%
54
1
<0.1%
350
1
<0.1%
400
11
0.8%
450
4
0.3%
480
2
0.1%
500
8
0.5%
560
1
<0.1%
600
4
0.3%
620
1
<0.1%
700
5
0.3%
800
1
<0.1%
1150
1
<0.1%
1200
2
0.1%
1300
1
<0.1%
LARGEST VALUES
15500
1
<0.1%
8300
1
<0.1%
3500
1
<0.1%
2500
1
<0.1%
2000
4
0.3%
1400
1
<0.1%
1300
1
<0.1%
1200
2
0.1%
1150
1
<0.1%
800
1
<0.1%
700
5
0.3%
620
1
<0.1%
600
4
0.3%
560
1
<0.1%
500
8
0.5%
MiscVal_Points
MISSING:
---
TOP CATEGORIES
0
1,408
96%
2
20
1%
1
19
1%
3
11
<1%
5
1
<1%
4
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscVal_Points
PROVIDES INFORMATION ON...
Combined_Misc_Points
0.92
MiscFeature
0.91
MiscFeature_Points
0.91
Street
0.18
Condition2
0.09
PoolArea
0.09
PoolQC
0.07
Functional_Score
0.03
Functional
0.03
ExterCond
0.02
LandSlope
0.02
KitchenAbvGr
0.02
Condition1
0.02
BsmtFinType2
0.02

THESE FEATURES
GIVE INFORMATION
ON MiscVal_Points:
Combined_Misc_Points
0.99
MiscFeature
0.80
MiscFeature_Points
0.80
Neighborhood
0.12
Exterior1st
0.08
Exterior2nd
0.08
BsmtFinType1
0.07
Foundation
0.07
OverallCond
0.06
Functional
0.06
Functional_Score
0.06
BsmtFinType2
0.05
FireplaceQu
0.05
FireplaceQu_Score
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscVal_Points
CORRELATION RATIO WITH...
MiscVal
0.99
LotArea
0.18
ScreenPorch
0.18
TotRmsAbvGrd
0.11
Overall_Quality
0.10
Functional_OverallQuality_Interaction
0.10
GrLivArea
0.09
Id
0.09
Lot_Frontage_to_Area
0.09
Overall_Quality_Impact
0.09
Neighborhood_avg_price
0.09
YearRemodAdd
0.09
YearBuilt
0.09
2ndFlrSF
0.08
MoSold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OpenPorchSF
0.07
Functional_OverallQuality_Interaction
0.07
FireplaceQu_OverallQuality_Interaction
0.06
GrLivArea_per_Room
0.06
Living_Area_per_Room
0.06
Lot_Frontage_to_Area
-0.06
Overall_Quality
0.06
Neighborhood_avg_price
0.06
GrLivArea
0.05
Fireplace_Impact
0.05
Overall_Quality_Impact
0.05
TotalOutdoorArea
0.05
SalePrice
0.05
TotRmsAbvGrd
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.27
OverallQual
0.14
Neighborhood
0.14
SaleType
0.12
SaleType_Score
0.11
SaleCondition_SaleType_Interaction
0.11
SaleCondition
0.10
SaleCondition_Score
0.10
Exterior1st
0.09
RoofMatl
0.09
LandContour
0.08
PoolArea
0.08
Functional
0.08
Functional_Score
0.08
MOST FREQUENT VALUES
6
253
17.3%
7
234
16.0%
5
204
14.0%
4
141
9.7%
8
122
8.4%
3
106
7.3%
10
89
6.1%
11
79
5.4%
9
63
4.3%
12
59
4.0%
1
58
4.0%
2
52
3.6%
SMALLEST VALUES
1
58
4.0%
2
52
3.6%
3
106
7.3%
4
141
9.7%
5
204
14.0%
6
253
17.3%
7
234
16.0%
8
122
8.4%
9
63
4.3%
10
89
6.1%
11
79
5.4%
12
59
4.0%
LARGEST VALUES
12
59
4.0%
11
79
5.4%
10
89
6.1%
9
63
4.3%
8
122
8.4%
7
234
16.0%
6
253
17.3%
5
204
14.0%
4
141
9.7%
3
106
7.3%
2
52
3.6%
1
58
4.0%
Neighborhood
MISSING:
---
TOP CATEGORIES
NAmes
225
15%
CollgCr
150
10%
OldTown
113
8%
Edwards
100
7%
Somerst
86
6%
Gilbert
79
5%
NridgHt
77
5%
Sawyer
74
5%
NWAmes
73
5%
SawyerW
59
4%
BrkSide
58
4%
Crawfor
51
3%
Mitchel
49
3%
NoRidge
41
3%
Timber
38
3%
IDOTRR
37
3%
ClearCr
28
2%
(Other)
122
8%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MSZoning
0.67
Foundation
0.45
Utilities
0.44
ExterQual
0.44
Alley
0.43
BsmtQual
0.42
Street
0.39
BldgType
0.36
PoolArea
0.35
Condition2
0.33
PoolQC
0.33
FullBath
0.31
KitchenQual
0.30
PavedDrive
0.30

THESE FEATURES
GIVE INFORMATION
ON Neighborhood:
Exterior2nd
0.19
Exterior1st
0.19
Foundation
0.16
OverallQual
0.16
MSZoning
0.16
BsmtQual
0.16
ExterQual
0.12
PavedDrive_GarageType_Interaction
0.12
GarageCars
0.11
GarageType
0.11
BsmtFinType1
0.11
GarageFinish
0.10
GarageFinish_num
0.10
GarageType_num
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
Neighborhood_avg_price
1.00
YearBuilt
0.88
Overall_Quality
0.78
SalePrice
0.74
Functional_OverallQuality_Interaction
0.68
Age_at_Remodel
0.67
Overall_Quality_Impact
0.63
YearRemodAdd
0.63
GarageArea
0.57
FireplaceQu_OverallQuality_Interaction
0.57
Garage_Feature
0.53
PavedDrive_LotFrontage_Interaction
0.53
GrLivArea
0.52
MSSubClass
0.52
Neighborhood_avg_price
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Overall_Quality
0.73
SalePrice
0.73
YearBuilt
0.66
Functional_OverallQuality_Interaction
0.64
Overall_Quality_Impact
0.59
GarageArea
0.53
YearRemodAdd
0.52
FireplaceQu_OverallQuality_Interaction
0.51
Garage_Feature
0.49
TotalBsmtSF
0.46
GrLivArea
0.44
GrLivArea_per_Room
0.43
Living_Area_per_Room
0.43
1stFlrSF
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
1.00
OverallQual
0.71
BsmtQual
0.67
ExterQual
0.66
GarageCars
0.62
KitchenQual
0.59
Foundation
0.59
GarageFinish
0.55
GarageFinish_num
0.55
FullBath
0.53
PavedDrive_GarageType_Interaction
0.52
GarageType
0.51
MSZoning
0.51
GarageType_num
0.51
MOST FREQUENT VALUES
11.890320810999414
225
15.4%
12.195854484146944
150
10.3%
11.761551957536136
113
7.7%
11.76150827689306
100
6.8%
12.325546860156033
86
5.9%
12.169696515622404
79
5.4%
12.664356690999885
77
5.3%
11.826232411432375
74
5.1%
12.149772461210809
73
5.0%
12.136491011167992
59
4.0%
11.73474855865697
58
4.0%
12.25783802454667
51
3.5%
11.959347742135629
49
3.4%
12.72276994841896
41
2.8%
12.39771912052059
38
2.6%
SMALLEST VALUES
11.498598021462294
17
1.2%
11.514172524905495
37
2.5%
11.55689210989052
16
1.1%
11.73474855865697
58
4.0%
11.76150827689306
100
6.8%
11.761551957536136
113
7.7%
11.826232411432375
74
5.1%
11.83138646878959
2
0.1%
11.867745209089476
25
1.7%
11.868467878950051
9
0.6%
11.890320810999414
225
15.4%
11.959347742135629
49
3.4%
12.136491011167992
59
4.0%
12.149772461210809
73
5.0%
12.169696515622404
79
5.4%
LARGEST VALUES
12.72276994841896
41
2.8%
12.664356690999885
77
5.3%
12.64593918035567
25
1.7%
12.39771912052059
38
2.6%
12.383271634652012
11
0.8%
12.325546860156033
86
5.9%
12.26700982353785
28
1.9%
12.25783802454667
51
3.5%
12.195854484146944
150
10.3%
12.18009760804322
17
1.2%
12.169696515622404
79
5.4%
12.149772461210809
73
5.0%
12.136491011167992
59
4.0%
11.959347742135629
49
3.4%
11.890320810999414
225
15.4%
OpenPorchSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Overall_Quality_Impact
0.37
TotalOutdoorArea
0.34
GrLivArea
0.33
Overall_Quality
0.33
SalePrice
0.32
Functional_OverallQuality_Interaction
0.28
GrLivArea_per_Room
0.26
Living_Area_per_Room
0.26
TotalBsmtSF
0.25
GarageArea
0.24
TotRmsAbvGrd
0.23
YearRemodAdd
0.23
FireplaceQu_OverallQuality_Interaction
0.21
1stFlrSF
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.33
Neighborhood
0.31
ExterQual
0.29
BsmtQual
0.28
KitchenQual
0.26
FullBath
0.26
GarageCars
0.25
HouseStyle
0.25
Foundation
0.24
GarageFinish
0.23
GarageFinish_num
0.23
Exterior2nd
0.22
HalfBath
0.22
Exterior1st
0.22
MOST FREQUENT VALUES
0
656
44.9%
36
29
2.0%
48
22
1.5%
20
21
1.4%
40
19
1.3%
45
19
1.3%
24
16
1.1%
30
16
1.1%
60
15
1.0%
39
14
1.0%
28
14
1.0%
54
13
0.9%
50
13
0.9%
44
13
0.9%
72
12
0.8%
SMALLEST VALUES
0
656
44.9%
4
1
<0.1%
8
1
<0.1%
10
1
<0.1%
11
1
<0.1%
12
3
0.2%
15
1
<0.1%
16
8
0.5%
17
2
0.1%
18
5
0.3%
20
21
1.4%
21
5
0.3%
22
6
0.4%
23
2
0.1%
24
16
1.1%
LARGEST VALUES
547
1
<0.1%
523
1
<0.1%
502
1
<0.1%
418
1
<0.1%
406
1
<0.1%
364
1
<0.1%
341
1
<0.1%
319
1
<0.1%
312
2
0.1%
304
1
<0.1%
292
1
<0.1%
291
1
<0.1%
288
1
<0.1%
287
1
<0.1%
285
1
<0.1%
OverallCond
MISSING:
---
TOP CATEGORIES
5
821
56%
6
252
17%
7
205
14%
8
72
5%
4
57
4%
3
25
2%
9
22
2%
2
5
<1%
1
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallCond
PROVIDES INFORMATION ON...
Condition2
0.21
Utilities
0.21
ExterCond
0.20
PoolArea
0.18
Foundation
0.17
ExterQual
0.16
BsmtQual
0.15
Heating
0.14
Heating_Score
0.14
CentralAir
0.13
CentralAir_numerical
0.13
FullBath
0.12
SaleType
0.11
Electrical
0.11

THESE FEATURES
GIVE INFORMATION
ON OverallCond:
Neighborhood
0.20
Foundation
0.13
BsmtQual
0.13
OverallQual
0.12
Exterior1st
0.11
Exterior2nd
0.11
ExterQual
0.10
GarageCars
0.08
FullBath
0.07
BsmtFinType1
0.07
ExterCond
0.07
KitchenQual
0.06
GarageFinish
0.06
GarageFinish_num
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallCond
CORRELATION RATIO WITH...
Age_at_Remodel
0.63
YearBuilt
0.63
Overall_Quality
0.49
Functional_OverallQuality_Interaction
0.46
Neighborhood_avg_price
0.45
YearRemodAdd
0.43
SalePrice
0.35
FullBath_to_Bedrooms
0.34
GarageArea
0.32
Overall_Quality_Impact
0.32
Garage_Feature
0.31
TotalBsmtSF
0.27
FireplaceQu_OverallQuality_Interaction
0.24
Garage_Capacity_per_Square_Meter
0.23
OverallQual
MISSING:
---
TOP CATEGORIES
5
397
27%
6
374
26%
7
319
22%
8
168
12%
4
116
8%
9
43
3%
3
20
1%
10
18
1%
2
3
<1%
1
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallQual
PROVIDES INFORMATION ON...
ExterQual
0.46
KitchenQual
0.33
BsmtQual
0.30
PoolArea
0.29
FullBath
0.26
GarageCars
0.26
Condition2
0.24
PoolQC
0.23
Foundation
0.22
CentralAir
0.18
CentralAir_numerical
0.18
MasVnrType
0.18
GarageFinish
0.17
GarageFinish_num
0.17

THESE FEATURES
GIVE INFORMATION
ON OverallQual:
Neighborhood
0.27
ExterQual
0.22
BsmtQual
0.20
KitchenQual
0.19
GarageCars
0.17
Foundation
0.13
FullBath
0.12
GarageFinish
0.12
GarageFinish_num
0.12
BsmtFinType1
0.11
Exterior2nd
0.10
Exterior1st
0.10
FireplaceQu
0.10
FireplaceQu_Score
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
CORRELATION RATIO WITH...
Overall_Quality
0.93
Functional_OverallQuality_Interaction
0.89
SalePrice
0.83
Overall_Quality_Impact
0.81
Neighborhood_avg_price
0.71
FireplaceQu_OverallQuality_Interaction
0.66
GrLivArea
0.61
YearBuilt
0.59
GarageArea
0.58
TotalBsmtSF
0.58
YearRemodAdd
0.57
1stFlrSF
0.53
Garage_Feature
0.53
GrLivArea_per_Room
0.52
Overall_Quality
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Functional_OverallQuality_Interaction
0.84
SalePrice
0.81
Overall_Quality_Impact
0.77
Neighborhood_avg_price
0.73
YearBuilt
0.67
YearRemodAdd
0.65
FireplaceQu_OverallQuality_Interaction
0.61
TotalBsmtSF
0.60
GarageArea
0.58
GrLivArea
0.54
Garage_Feature
0.53
GrLivArea_per_Room
0.50
Living_Area_per_Room
0.50
1stFlrSF
0.47

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.93
ExterQual
0.85
BsmtQual
0.84
KitchenQual
0.82
Neighborhood
0.78
Foundation
0.69
GarageCars
0.66
BsmtFinType1
0.62
GarageFinish
0.61
GarageFinish_num
0.61
FullBath
0.56
HeatingQC
0.55
PavedDrive_GarageType_Interaction
0.54
GarageType
0.53
MOST FREQUENT VALUES
14
271
18.6%
15
230
15.8%
19
200
13.7%
16
179
12.3%
20
117
8.0%
17
92
6.3%
18
92
6.3%
13
87
6.0%
21
46
3.2%
12
26
1.8%
24
23
1.6%
11
23
1.6%
22
21
1.4%
23
18
1.2%
25
13
0.9%
SMALLEST VALUES
5
1
<0.1%
7
1
<0.1%
8
2
0.1%
9
7
0.5%
10
11
0.8%
11
23
1.6%
12
26
1.8%
13
87
6.0%
14
271
18.6%
15
230
15.8%
16
179
12.3%
17
92
6.3%
18
92
6.3%
19
200
13.7%
20
117
8.0%
LARGEST VALUES
25
13
0.9%
24
23
1.6%
23
18
1.2%
22
21
1.4%
21
46
3.2%
20
117
8.0%
19
200
13.7%
18
92
6.3%
17
92
6.3%
16
179
12.3%
15
230
15.8%
14
271
18.6%
13
87
6.0%
12
26
1.8%
11
23
1.6%
Overall_Quality_Impact
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.94
SalePrice
0.84
Overall_Quality
0.77
TotRmsAbvGrd
0.73
Functional_OverallQuality_Interaction
0.66
TotalOutdoorArea
0.66
GrLivArea_per_Room
0.63
Living_Area_per_Room
0.63
FireplaceQu_OverallQuality_Interaction
0.63
1stFlrSF
0.60
Neighborhood_avg_price
0.59
2ndFlrSF
0.59
TotalBsmtSF
0.58
GarageArea
0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.81
FullBath
0.66
ExterQual
0.66
KitchenQual
0.63
Neighborhood
0.63
GarageCars
0.62
BsmtQual
0.61
FireplaceQu
0.53
FireplaceQu_Score
0.53
Fireplaces
0.49
GarageFinish
0.48
GarageFinish_num
0.48
HouseStyle
0.47
Foundation
0.46
MOST FREQUENT VALUES
15264
10
0.7%
11232
8
0.5%
12096
8
0.5%
12516
7
0.5%
14805
6
0.4%
12768
5
0.3%
16016
5
0.3%
14560
5
0.3%
24192
4
0.3%
18270
4
0.3%
9360
4
0.3%
14784
4
0.3%
22800
4
0.3%
18816
4
0.3%
32680
4
0.3%
SMALLEST VALUES
1670
1
<0.1%
4380
1
<0.1%
5280
1
<0.1%
6240
1
<0.1%
6328
1
<0.1%
6480
1
<0.1%
7200
1
<0.1%
7552
1
<0.1%
7788
1
<0.1%
7865
1
<0.1%
8316
1
<0.1%
8450
1
<0.1%
8624
1
<0.1%
8736
2
0.1%
8820
4
0.3%
LARGEST VALUES
141050
1
<0.1%
116900
1
<0.1%
107900
1
<0.1%
107424
1
<0.1%
83421
1
<0.1%
79376
1
<0.1%
75360
1
<0.1%
72138
1
<0.1%
70680
1
<0.1%
67728
1
<0.1%
65964
1
<0.1%
65825
1
<0.1%
65472
1
<0.1%
65112
1
<0.1%
64760
1
<0.1%
PavedDrive
MISSING:
---
TOP CATEGORIES
Y
1,340
92%
N
90
6%
P
30
2%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive
PROVIDES INFORMATION ON...
PavedDrive_Score
1.00
PavedDrive_GarageType_Interaction
0.20
CentralAir
0.13
CentralAir_numerical
0.13
GarageCond
0.13
GarageQual
0.11
Heating
0.08
Heating_Score
0.08
Alley
0.07
Electrical
0.06
Electrical_numerical
0.06
GarageType
0.06
GarageType_num
0.06
MSZoning
0.05

THESE FEATURES
GIVE INFORMATION
ON PavedDrive:
PavedDrive_Score
1.00
PavedDrive_GarageType_Interaction
0.74
Neighborhood
0.30
GarageType
0.20
GarageType_num
0.19
GarageFinish
0.16
GarageFinish_num
0.16
GarageCond
0.16
GarageQual
0.14
GarageCars
0.14
BsmtFinType1
0.13
Foundation
0.13
BsmtQual
0.12
Exterior1st
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
CORRELATION RATIO WITH...
PavedDrive_LotFrontage_Interaction
0.63
YearBuilt
0.43
Age_at_Remodel
0.39
GarageYrBlt
0.35
Garage_Feature
0.34
GarageArea
0.29
Neighborhood_avg_price
0.28
Overall_Quality
0.27
Garage_Capacity_per_Square_Meter
0.24
SalePrice
0.23
Functional_OverallQuality_Interaction
0.22
TotalBsmtSF
0.21
EnclosedPorch
0.20
BsmtFinSF_to_TotalArea
0.20
PavedDrive_GarageType_Interaction
MISSING:
9
(<1%)
TOP CATEGORIES
8.0
854
59%
6.0
321
22%
0.0
138
10%
2.0
87
6%
4.0
28
2%
3.0
18
1%
10.0
5
<1%
ALL
1,451
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive_GarageType_Interaction
PROVIDES INFORMATION ON...
GarageType
0.89
GarageType_num
0.89
PavedDrive
0.74
PavedDrive_Score
0.74
Utilities
0.48
GarageCond
0.47
GarageQual
0.42
GarageFinish
0.30
GarageFinish_num
0.30
CentralAir
0.27
CentralAir_numerical
0.27
GarageCars
0.19
Street
0.19
Heating
0.17

THESE FEATURES
GIVE INFORMATION
ON PavedDrive_GarageType_Interaction:
GarageType
0.82
GarageType_num
0.79
GarageFinish
0.30
GarageFinish_num
0.30
Neighborhood
0.28
PavedDrive
0.20
PavedDrive_Score
0.20
GarageCars
0.18
GarageCond
0.16
GarageQual
0.15
OverallQual
0.13
Exterior2nd
0.12
Foundation
0.12
Exterior1st
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive_GarageType_Interaction
CORRELATION RATIO WITH...
GarageYrBlt
0.73
Garage_Feature
0.65
YearBuilt
0.63
PavedDrive_LotFrontage_Interaction
0.56
Overall_Quality
0.54
Neighborhood_avg_price
0.52
GarageArea
0.52
SalePrice
0.50
Functional_OverallQuality_Interaction
0.48
Garage_Capacity_per_Square_Meter
0.46
Age_at_Remodel
0.46
Overall_Quality_Impact
0.46
FireplaceQu_OverallQuality_Interaction
0.42
YearRemodAdd
0.41
PavedDrive_LotFrontage_Interaction
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.82
1stFlrSF
0.43
GarageArea
0.42
TotalBsmtSF
0.42
Garage_Feature
0.41
SalePrice
0.40
Overall_Quality_Impact
0.39
Neighborhood_avg_price
0.36
Lot_Frontage_to_Area
0.36
GrLivArea
0.34
YearBuilt
0.33
Overall_Quality
0.33
MSSubClass
-0.32
FireplaceQu_OverallQuality_Interaction
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
0.63
PavedDrive_Score
0.63
PavedDrive_GarageType_Interaction
0.56
Neighborhood
0.53
GarageType
0.43
MSZoning
0.42
GarageType_num
0.40
GarageCars
0.39
GarageFinish
0.37
GarageFinish_num
0.37
BldgType
0.36
OverallQual
0.34
GarageCond
0.32
GarageQual
0.31
MOST FREQUENT VALUES
160.0
109
7.5%
120.0
108
7.4%
140.0
91
6.2%
0.0
90
6.2%
130.0
71
4.9%
146.0
68
4.7%
150.0
53
3.6%
170.0
46
3.2%
100.0
46
3.2%
142.0
36
2.5%
156.0
25
1.7%
42.0
24
1.6%
148.0
24
1.6%
136.0
23
1.6%
48.0
21
1.4%
SMALLEST VALUES
0.0
90
6.2%
40.0
1
<0.1%
42.0
24
1.6%
45.0
1
<0.1%
48.0
21
1.4%
50.0
4
0.3%
52.0
2
0.1%
60.0
17
1.2%
64.0
5
0.3%
65.0
1
<0.1%
67.0
1
<0.1%
68.0
10
0.7%
70.0
9
0.6%
72.0
6
0.4%
73.0
2
0.1%
LARGEST VALUES
626.0
2
0.1%
364.0
1
<0.1%
348.0
2
0.1%
336.0
1
<0.1%
320.0
1
<0.1%
304.0
1
<0.1%
300.0
1
<0.1%
298.0
1
<0.1%
288.0
1
<0.1%
280.0
1
<0.1%
276.0
1
<0.1%
274.0
1
<0.1%
268.0
2
0.1%
260.0
3
0.2%
258.0
2
0.1%
PavedDrive_Score
MISSING:
---
TOP CATEGORIES
2
1,340
92%
0
90
6%
1
30
2%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive_Score
PROVIDES INFORMATION ON...
PavedDrive
1.00
PavedDrive_GarageType_Interaction
0.20
CentralAir
0.13
CentralAir_numerical
0.13
GarageCond
0.13
GarageQual
0.11
Heating
0.08
Heating_Score
0.08
Alley
0.07
Electrical
0.06
Electrical_numerical
0.06
GarageType
0.06
GarageType_num
0.06
MSZoning
0.05

THESE FEATURES
GIVE INFORMATION
ON PavedDrive_Score:
PavedDrive
1.00
PavedDrive_GarageType_Interaction
0.74
Neighborhood
0.30
GarageType
0.20
GarageType_num
0.19
GarageFinish
0.16
GarageFinish_num
0.16
GarageCond
0.16
GarageQual
0.14
GarageCars
0.14
BsmtFinType1
0.13
Foundation
0.13
BsmtQual
0.12
Exterior1st
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive_Score
CORRELATION RATIO WITH...
PavedDrive_LotFrontage_Interaction
0.63
YearBuilt
0.43
Age_at_Remodel
0.39
GarageYrBlt
0.35
Garage_Feature
0.34
GarageArea
0.29
Neighborhood_avg_price
0.28
Overall_Quality
0.27
Garage_Capacity_per_Square_Meter
0.24
SalePrice
0.23
Functional_OverallQuality_Interaction
0.22
TotalBsmtSF
0.21
EnclosedPorch
0.20
BsmtFinSF_to_TotalArea
0.20
PoolArea
MISSING:
---
TOP CATEGORIES
0
1,453
>99%
512
1
<1%
648
1
<1%
576
1
<1%
555
1
<1%
480
1
<1%
519
1
<1%
738
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolArea
PROVIDES INFORMATION ON...
PoolQC
1.00
RoofMatl
0.08
MiscFeature
0.03
MiscFeature_Points
0.03
Combined_Misc_Points
0.03
MiscVal_Points
0.02
Fence
0.02
Fence_Points
0.02
SaleCondition
0.01
SaleCondition_Score
0.01
Condition1
0.01
BsmtFinType2
0.01
RoofStyle
0.01
SaleCondition_SaleType_Interaction
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolArea:
PoolQC
0.90
Exterior2nd
0.38
Neighborhood
0.35
Exterior1st
0.34
FireplaceQu
0.31
FireplaceQu_Score
0.31
Fence
0.30
Fence_Points
0.30
OverallQual
0.29
Fireplaces
0.24
SaleCondition_SaleType_Interaction
0.23
RoofMatl
0.23
SaleCondition
0.23
SaleCondition_Score
0.23

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolArea
CORRELATION RATIO WITH...
BsmtQual_to_BsmtFinSF
0.37
LotFrontage
0.33
BsmtFinSF1
0.32
TotalBsmtSF
0.31
Overall_Quality_Impact
0.31
GrLivArea
0.28
PavedDrive_LotFrontage_Interaction
0.27
1stFlrSF
0.26
EnclosedPorch
0.23
LowQualFinSF
0.21
ScreenPorch
0.20
SalePrice
0.19
LotArea
0.15
TotalOutdoorArea
0.14
PoolQC
MISSING:
---
TOP CATEGORIES
0
1,453
>99%
4
3
<1%
5
2
<1%
2
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolQC
PROVIDES INFORMATION ON...
PoolArea
0.90
RoofMatl
0.06
MiscFeature
0.03
MiscFeature_Points
0.03
Combined_Misc_Points
0.02
MiscVal_Points
0.01
Fence
0.01
Fence_Points
0.01
BsmtFinType2
0.01
SaleCondition
0.01
SaleCondition_Score
0.01
SaleCondition_SaleType_Interaction
0.01
FireplaceQu
0.01
FireplaceQu_Score
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolQC:
PoolArea
1.00
Exterior2nd
0.34
Neighborhood
0.33
Exterior1st
0.29
FireplaceQu
0.26
FireplaceQu_Score
0.26
Fence
0.25
Fence_Points
0.25
OverallQual
0.23
SaleCondition_SaleType_Interaction
0.20
RoofMatl
0.19
SaleCondition
0.19
SaleCondition_Score
0.19
BsmtFinType2
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolQC
CORRELATION RATIO WITH...
LotFrontage
0.23
Overall_Quality_Impact
0.22
BsmtQual_to_BsmtFinSF
0.21
GrLivArea
0.21
PavedDrive_LotFrontage_Interaction
0.19
BsmtFinSF1
0.19
TotalBsmtSF
0.18
1stFlrSF
0.17
EnclosedPorch
0.16
SalePrice
0.15
LowQualFinSF
0.15
ScreenPorch
0.14
2ndFlrSF
0.12
TotalOutdoorArea
0.12
RoofMatl
MISSING:
---
TOP CATEGORIES
CompShg
1,434
98%
Tar&Grv
11
<1%
WdShngl
6
<1%
WdShake
5
<1%
Metal
1
<1%
Membran
1
<1%
Roll
1
<1%
ClyTile
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofMatl
PROVIDES INFORMATION ON...
PoolArea
0.23
PoolQC
0.19
RoofStyle
0.09
LandSlope
0.06
LandContour
0.04
KitchenAbvGr
0.03
Functional
0.03
Functional_Score
0.02
BsmtExposure_Score
0.02
Condition1
0.02
BsmtExposure
0.02
Exterior1st
0.02
BsmtHalfBath
0.02
MasVnrType
0.02

THESE FEATURES
GIVE INFORMATION
ON RoofMatl:
RoofStyle
0.47
Exterior1st
0.31
Neighborhood
0.29
Exterior2nd
0.26
BsmtExposure
0.19
BsmtExposure_Score
0.17
OverallQual
0.14
LandContour
0.13
BedroomAbvGr
0.13
LandSlope
0.13
Fireplaces
0.12
Condition1
0.11
BsmtFinType1
0.10
FireplaceQu
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofMatl
CORRELATION RATIO WITH...
BsmtQual_to_BsmtFinSF
0.36
TotalBsmtSF
0.32
BsmtFinSF1
0.31
LotFrontage
0.31
1stFlrSF
0.29
Overall_Quality_Impact
0.29
PavedDrive_LotFrontage_Interaction
0.26
GrLivArea
0.26
LotArea
0.23
BsmtExposure_BsmtFinType1_Interaction
0.19
BsmtFinSF2
0.19
SalePrice
0.18
GrLivArea_per_Room
0.17
Living_Area_per_Room
0.17
RoofStyle
MISSING:
---
TOP CATEGORIES
Gable
1,141
78%
Hip
286
20%
Flat
13
<1%
Gambrel
11
<1%
Mansard
7
<1%
Shed
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofStyle
PROVIDES INFORMATION ON...
RoofMatl
0.47
PoolArea
0.18
Condition2
0.11
PoolQC
0.08
LandSlope
0.06
Combined_Misc_Points
0.05
MiscVal_Points
0.04
Heating
0.04
Heating_Score
0.04
MiscFeature
0.04
MiscFeature_Points
0.04
Alley
0.04
BsmtQual
0.04
ExterQual
0.03

THESE FEATURES
GIVE INFORMATION
ON RoofStyle:
Neighborhood
0.13
RoofMatl
0.09
HouseStyle
0.07
Exterior2nd
0.07
OverallQual
0.07
BsmtQual
0.07
Exterior1st
0.06
GarageCars
0.05
ExterQual
0.05
FireplaceQu
0.04
FireplaceQu_Score
0.04
Foundation
0.03
PavedDrive_GarageType_Interaction
0.03
BsmtExposure
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofStyle
CORRELATION RATIO WITH...
1stFlrSF
0.34
MiscVal
0.31
TotalBsmtSF
0.29
MasVnrArea
0.27
SalePrice
0.24
BsmtQual_to_BsmtFinSF
0.23
BsmtFinSF1
0.23
MasVnr_Area_to_TotalArea
0.21
PavedDrive_LotFrontage_Interaction
0.21
LotFrontage
0.21
FireplaceQu_OverallQuality_Interaction
0.20
Overall_Quality_Impact
0.19
BsmtFinSF2
0.18
Age_at_Remodel
0.17
SaleCondition
MISSING:
---
TOP CATEGORIES
Normal
1,198
82%
Partial
125
9%
Abnorml
101
7%
Family
20
1%
Alloca
12
<1%
AdjLand
4
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition
PROVIDES INFORMATION ON...
SaleCondition_Score
1.00
SaleCondition_SaleType_Interaction
0.75
SaleType_Score
0.59
SaleType
0.58
Utilities
0.32
PoolArea
0.23
PoolQC
0.19
MasVnrType
0.11
KitchenAbvGr
0.10
ExterQual
0.09
Street
0.08
BsmtQual
0.08
Condition2
0.08
KitchenQual
0.07

THESE FEATURES
GIVE INFORMATION
ON SaleCondition:
SaleCondition_Score
1.00
SaleCondition_SaleType_Interaction
0.91
SaleType
0.47
SaleType_Score
0.46
Neighborhood
0.20
Exterior1st
0.13
Exterior2nd
0.13
BsmtQual
0.13
ExterQual
0.11
Foundation
0.11
GarageCars
0.10
KitchenQual
0.10
OverallQual
0.10
HeatingQC
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition
CORRELATION RATIO WITH...
Overall_Quality
0.40
SalePrice
0.37
YearBuilt
0.36
YearRemodAdd
0.35
Neighborhood_avg_price
0.33
Functional_OverallQuality_Interaction
0.32
GarageArea
0.32
Garage_Feature
0.29
Overall_Quality_Impact
0.29
TotalBsmtSF
0.28
BsmtUnfSF
0.26
FireplaceQu_OverallQuality_Interaction
0.25
1stFlrSF
0.24
GarageYrBlt
0.20
SaleCondition_SaleType_Interaction
MISSING:
10
(<1%)
TOP CATEGORIES
25.0
1,160
80%
0.0
129
9%
20.0
70
5%
12.0
24
2%
15.0
23
2%
5.0
23
2%
10.0
18
1%
8.0
2
<1%
4.0
1
<1%
ALL
1,450
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition_SaleType_Interaction
PROVIDES INFORMATION ON...
SaleCondition
0.91
SaleCondition_Score
0.91
SaleType_Score
0.88
SaleType
0.86
Utilities
0.50
PoolArea
0.23
PoolQC
0.20
Street
0.15
Condition2
0.12
MasVnrType
0.11
KitchenAbvGr
0.10
ExterQual
0.09
BsmtQual
0.08
Foundation
0.07

THESE FEATURES
GIVE INFORMATION
ON SaleCondition_SaleType_Interaction:
SaleCondition
0.75
SaleCondition_Score
0.75
SaleType
0.57
SaleType_Score
0.57
Neighborhood
0.18
Exterior2nd
0.11
Exterior1st
0.11
BsmtQual
0.11
Foundation
0.09
OverallQual
0.09
ExterQual
0.09
KitchenQual
0.08
HeatingQC
0.07
GarageCars
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition_SaleType_Interaction
CORRELATION RATIO WITH...
Overall_Quality
0.39
SalePrice
0.35
YearBuilt
0.35
YearRemodAdd
0.35
Neighborhood_avg_price
0.32
Functional_OverallQuality_Interaction
0.31
GarageArea
0.28
Overall_Quality_Impact
0.27
TotalBsmtSF
0.26
Garage_Feature
0.26
FireplaceQu_OverallQuality_Interaction
0.24
BsmtUnfSF
0.24
1stFlrSF
0.23
LowQualFinSF
0.21
SaleCondition_Score
MISSING:
---
TOP CATEGORIES
5
1,198
82%
0
125
9%
4
101
7%
1
20
1%
2
12
<1%
3
4
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition_Score
PROVIDES INFORMATION ON...
SaleCondition
1.00
SaleCondition_SaleType_Interaction
0.75
SaleType_Score
0.59
SaleType
0.58
Utilities
0.32
PoolArea
0.23
PoolQC
0.19
MasVnrType
0.11
KitchenAbvGr
0.10
ExterQual
0.09
Street
0.08
BsmtQual
0.08
Condition2
0.08
KitchenQual
0.07

THESE FEATURES
GIVE INFORMATION
ON SaleCondition_Score:
SaleCondition
1.00
SaleCondition_SaleType_Interaction
0.91
SaleType
0.47
SaleType_Score
0.46
Neighborhood
0.20
Exterior1st
0.13
Exterior2nd
0.13
BsmtQual
0.13
ExterQual
0.11
Foundation
0.11
GarageCars
0.10
KitchenQual
0.10
OverallQual
0.10
HeatingQC
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition_Score
CORRELATION RATIO WITH...
Overall_Quality
0.40
SalePrice
0.37
YearBuilt
0.36
YearRemodAdd
0.35
Neighborhood_avg_price
0.33
Functional_OverallQuality_Interaction
0.32
GarageArea
0.32
Garage_Feature
0.29
Overall_Quality_Impact
0.29
TotalBsmtSF
0.28
BsmtUnfSF
0.26
FireplaceQu_OverallQuality_Interaction
0.25
1stFlrSF
0.24
GarageYrBlt
0.20
SalePrice
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Overall_Quality_Impact
0.84
Overall_Quality
0.81
Neighborhood_avg_price
0.73
Functional_OverallQuality_Interaction
0.71
GrLivArea
0.71
FireplaceQu_OverallQuality_Interaction
0.65
GarageArea
0.62
TotalBsmtSF
0.61
1stFlrSF
0.61
Garage_Feature
0.56
GrLivArea_per_Room
0.54
Living_Area_per_Room
0.54
TotRmsAbvGrd
0.53
YearBuilt
0.52

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.83
Neighborhood
0.74
GarageCars
0.70
ExterQual
0.69
BsmtQual
0.68
KitchenQual
0.68
FullBath
0.58
GarageFinish
0.55
GarageFinish_num
0.55
FireplaceQu
0.54
FireplaceQu_Score
0.54
Foundation
0.51
PavedDrive_GarageType_Interaction
0.50
GarageType
0.50
MOST FREQUENT VALUES
140000
20
1.4%
135000
17
1.2%
155000
14
1.0%
145000
14
1.0%
190000
13
0.9%
110000
13
0.9%
115000
12
0.8%
160000
12
0.8%
130000
11
0.8%
139000
11
0.8%
144000
10
0.7%
185000
10
0.7%
180000
10
0.7%
143000
10
0.7%
125000
10
0.7%
SMALLEST VALUES
34900
1
<0.1%
35311
1
<0.1%
37900
1
<0.1%
39300
1
<0.1%
40000
1
<0.1%
52000
1
<0.1%
52500
1
<0.1%
55000
2
0.1%
55993
1
<0.1%
58500
1
<0.1%
60000
3
0.2%
61000
1
<0.1%
62383
1
<0.1%
64500
1
<0.1%
66500
1
<0.1%
LARGEST VALUES
755000
1
<0.1%
745000
1
<0.1%
625000
1
<0.1%
611657
1
<0.1%
582933
1
<0.1%
556581
1
<0.1%
555000
1
<0.1%
538000
1
<0.1%
501837
1
<0.1%
485000
1
<0.1%
475000
1
<0.1%
466500
1
<0.1%
465000
1
<0.1%
451950
1
<0.1%
446261
1
<0.1%
SaleType
MISSING:
---
TOP CATEGORIES
WD
1,267
87%
New
122
8%
COD
43
3%
ConLD
9
<1%
ConLI
5
<1%
ConLw
5
<1%
CWD
4
<1%
Oth
3
<1%
Con
2
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType
PROVIDES INFORMATION ON...
SaleType_Score
1.00
SaleCondition_SaleType_Interaction
0.57
SaleCondition
0.47
SaleCondition_Score
0.47
Utilities
0.43
MasVnrType
0.10
ExterQual
0.10
Condition2
0.08
Street
0.08
BsmtQual
0.08
Foundation
0.08
KitchenQual
0.07
GarageCars
0.06
PoolArea
0.06

THESE FEATURES
GIVE INFORMATION
ON SaleType:
SaleType_Score
0.98
SaleCondition_SaleType_Interaction
0.86
SaleCondition
0.58
SaleCondition_Score
0.58
Neighborhood
0.26
Exterior2nd
0.17
Exterior1st
0.17
BsmtQual
0.16
OverallQual
0.15
Foundation
0.15
ExterQual
0.15
KitchenQual
0.13
GarageCars
0.13
OverallCond
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType
CORRELATION RATIO WITH...
Overall_Quality
0.40
SalePrice
0.37
YearBuilt
0.36
YearRemodAdd
0.36
Neighborhood_avg_price
0.33
Functional_OverallQuality_Interaction
0.32
GarageArea
0.31
Overall_Quality_Impact
0.30
TotalBsmtSF
0.27
Garage_Feature
0.27
BsmtUnfSF
0.25
FireplaceQu_OverallQuality_Interaction
0.24
1stFlrSF
0.23
OpenPorchSF
0.18
SaleType_Score
MISSING:
10
(<1%)
TOP CATEGORIES
5.0
1,267
87%
4.0
122
8%
3.0
43
3%
2.0
9
<1%
1.0
5
<1%
0.0
4
<1%
ALL
1,450
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType_Score
PROVIDES INFORMATION ON...
SaleType
0.98
SaleCondition_SaleType_Interaction
0.57
SaleCondition
0.46
SaleCondition_Score
0.46
Utilities
0.43
MasVnrType
0.10
ExterQual
0.10
Condition2
0.08
Street
0.08
BsmtQual
0.08
Foundation
0.08
KitchenQual
0.07
GarageCars
0.06
PoolArea
0.06

THESE FEATURES
GIVE INFORMATION
ON SaleType_Score:
SaleType
1.00
SaleCondition_SaleType_Interaction
0.88
SaleCondition
0.59
SaleCondition_Score
0.59
Neighborhood
0.25
BsmtQual
0.16
Exterior2nd
0.16
Exterior1st
0.16
Foundation
0.15
ExterQual
0.15
OverallQual
0.14
KitchenQual
0.13
GarageCars
0.12
OverallCond
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType_Score
CORRELATION RATIO WITH...
Overall_Quality
0.40
SalePrice
0.37
YearRemodAdd
0.35
YearBuilt
0.35
Neighborhood_avg_price
0.32
Functional_OverallQuality_Interaction
0.32
GarageArea
0.31
Overall_Quality_Impact
0.29
TotalBsmtSF
0.27
Garage_Feature
0.26
BsmtUnfSF
0.25
FireplaceQu_OverallQuality_Interaction
0.24
1stFlrSF
0.23
OpenPorchSF
0.18
ScreenPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Fireplace_Impact
0.18
FireplaceQu_OverallQuality_Interaction
0.14
GrLivArea_per_Room
0.12
Living_Area_per_Room
0.12
SalePrice
0.11
GrLivArea
0.10
BsmtFinSF2
0.09
1stFlrSF
0.09
Overall_Quality_Impact
0.09
TotalBsmtSF
0.08
EnclosedPorch
-0.08
OpenPorchSF
0.07
WoodDeckSF
-0.07
MasVnrArea
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Combined_Misc_Points
0.24
MiscFeature
0.20
MiscFeature_Points
0.20
PoolArea
0.20
Fireplaces
0.19
MiscVal_Points
0.18
Neighborhood
0.17
Exterior2nd
0.16
FireplaceQu
0.16
FireplaceQu_Score
0.16
Exterior1st
0.14
PoolQC
0.14
GarageQual
0.12
RoofStyle
0.11
MOST FREQUENT VALUES
0
1,344
92.1%
192
6
0.4%
120
5
0.3%
224
5
0.3%
189
4
0.3%
180
4
0.3%
147
3
0.2%
90
3
0.2%
160
3
0.2%
144
3
0.2%
126
3
0.2%
168
3
0.2%
198
2
0.1%
259
2
0.1%
288
2
0.1%
SMALLEST VALUES
0
1,344
92.1%
40
1
<0.1%
53
1
<0.1%
60
1
<0.1%
63
1
<0.1%
80
1
<0.1%
90
3
0.2%
95
1
<0.1%
99
1
<0.1%
100
2
0.1%
116
1
<0.1%
119
1
<0.1%
120
5
0.3%
122
1
<0.1%
126
3
0.2%
LARGEST VALUES
480
1
<0.1%
440
1
<0.1%
410
1
<0.1%
396
1
<0.1%
385
1
<0.1%
374
1
<0.1%
322
1
<0.1%
312
1
<0.1%
291
1
<0.1%
288
2
0.1%
287
1
<0.1%
276
1
<0.1%
273
1
<0.1%
271
1
<0.1%
266
1
<0.1%
Street
MISSING:
---
TOP CATEGORIES
Pave
1,454
>99%
Grvl
6
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
MiscVal_Points
0.02
MiscFeature
0.02
MiscFeature_Points
0.02
LandSlope
0.02
Combined_Misc_Points
0.02
ExterQual
0.01
LandContour
0.01
MSZoning
0.01
GarageType
0.01
GarageType_num
0.01
CentralAir
0.01
CentralAir_numerical
0.01
BldgType
0.01
SaleCondition_SaleType_Interaction
0.01

THESE FEATURES
GIVE INFORMATION
ON Street:
Neighborhood
0.39
ExterQual
0.30
GarageType
0.23
GarageType_num
0.22
LandSlope
0.21
PavedDrive_GarageType_Interaction
0.19
MiscVal_Points
0.18
Combined_Misc_Points
0.18
MSZoning
0.17
MiscFeature
0.16
MiscFeature_Points
0.16
SaleCondition_SaleType_Interaction
0.15
OverallQual
0.15
LandContour
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
LotArea
0.20
Lot_Frontage_to_Area
0.11
Garage_Capacity_per_Square_Meter
0.07
YearRemodAdd
0.07
Overall_Quality
0.06
Overall_Quality_Impact
0.05
GarageArea
0.05
2ndFlrSF
0.05
TotRmsAbvGrd
0.05
Neighborhood_avg_price
0.04
GrLivArea
0.04
Functional_OverallQuality_Interaction
0.04
LotFrontage
0.04
SalePrice
0.04
TotRmsAbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.83
Overall_Quality_Impact
0.73
TotalOutdoorArea
0.63
2ndFlrSF
0.62
SalePrice
0.53
FireplaceQu_OverallQuality_Interaction
0.41
1stFlrSF
0.41
Overall_Quality
0.37
Fireplace_Impact
0.35
Functional_OverallQuality_Interaction
0.34
GarageArea
0.34
Lot_Frontage_to_Area
-0.34
LotFrontage
0.33
Neighborhood_avg_price
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
0.69
FullBath
0.56
HouseStyle
0.53
OverallQual
0.44
GarageCars
0.41
Neighborhood
0.40
FireplaceQu
0.36
FireplaceQu_Score
0.36
HalfBath
0.34
Fireplaces
0.34
ExterQual
0.31
GarageType
0.31
GarageType_num
0.31
KitchenQual
0.30
MOST FREQUENT VALUES
6
402
27.5%
7
329
22.5%
5
275
18.8%
8
187
12.8%
4
97
6.6%
9
75
5.1%
10
47
3.2%
11
18
1.2%
3
17
1.2%
12
11
0.8%
2
1
<0.1%
14
1
<0.1%
SMALLEST VALUES
2
1
<0.1%
3
17
1.2%
4
97
6.6%
5
275
18.8%
6
402
27.5%
7
329
22.5%
8
187
12.8%
9
75
5.1%
10
47
3.2%
11
18
1.2%
12
11
0.8%
14
1
<0.1%
LARGEST VALUES
14
1
<0.1%
12
11
0.8%
11
18
1.2%
10
47
3.2%
9
75
5.1%
8
187
12.8%
7
329
22.5%
6
402
27.5%
5
275
18.8%
4
97
6.6%
3
17
1.2%
2
1
<0.1%
TotalBsmtSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.82
SalePrice
0.61
Overall_Quality
0.60
Overall_Quality_Impact
0.58
BsmtQual_to_BsmtFinSF
0.57
BsmtFinSF1
0.52
GarageArea
0.49
Functional_OverallQuality_Interaction
0.47
Neighborhood_avg_price
0.46
GrLivArea
0.45
FireplaceQu_OverallQuality_Interaction
0.44
Garage_Feature
0.42
PavedDrive_LotFrontage_Interaction
0.42
BsmtUnfSF
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
0.59
OverallQual
0.58
Neighborhood
0.52
BsmtExposure
0.49
ExterQual
0.48
BsmtFinType1
0.48
GarageCars
0.48
KitchenQual
0.45
Foundation
0.43
PavedDrive_GarageType_Interaction
0.40
GarageType
0.40
BsmtCond
0.40
GarageType_num
0.40
GarageFinish
0.38
MOST FREQUENT VALUES
0
37
2.5%
864
35
2.4%
672
17
1.2%
912
15
1.0%
1040
14
1.0%
816
13
0.9%
768
12
0.8%
728
12
0.8%
894
11
0.8%
780
11
0.8%
848
11
0.8%
832
10
0.7%
630
9
0.6%
756
9
0.6%
952
9
0.6%
SMALLEST VALUES
0
37
2.5%
105
1
<0.1%
190
1
<0.1%
264
3
0.2%
270
1
<0.1%
290
1
<0.1%
319
1
<0.1%
360
1
<0.1%
372
1
<0.1%
384
7
0.5%
408
1
<0.1%
420
1
<0.1%
440
3
0.2%
458
1
<0.1%
462
1
<0.1%
LARGEST VALUES
6110
1
<0.1%
3206
1
<0.1%
3200
1
<0.1%
3138
1
<0.1%
3094
1
<0.1%
2633
1
<0.1%
2524
1
<0.1%
2444
1
<0.1%
2396
1
<0.1%
2392
1
<0.1%
2330
1
<0.1%
2223
1
<0.1%
2217
1
<0.1%
2216
1
<0.1%
2158
1
<0.1%
TotalOutdoorArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
2ndFlrSF
0.96
GrLivArea
0.73
Overall_Quality_Impact
0.66
TotRmsAbvGrd
0.63
GrLivArea_per_Room
0.44
Living_Area_per_Room
0.44
SalePrice
0.42
WoodDeckSF
0.35
OpenPorchSF
0.34
Overall_Quality
0.34
Functional_OverallQuality_Interaction
0.31
FireplaceQu_OverallQuality_Interaction
0.31
Lot_Frontage_to_Area
-0.29
MSSubClass
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.86
HalfBath
0.62
BedroomAbvGr
0.53
FullBath
0.48
Neighborhood
0.46
OverallQual
0.40
GarageType
0.39
GarageType_num
0.39
PavedDrive_GarageType_Interaction
0.38
FireplaceQu
0.31
FireplaceQu_Score
0.31
Foundation
0.28
Fireplaces
0.27
GarageCars
0.27
MOST FREQUENT VALUES
0
258
17.7%
120
15
1.0%
140
12
0.8%
168
8
0.5%
240
8
0.5%
80
8
0.5%
30
7
0.5%
36
7
0.5%
192
7
0.5%
20
7
0.5%
28
7
0.5%
842
6
0.4%
180
6
0.4%
224
6
0.4%
64
6
0.4%
SMALLEST VALUES
0
258
17.7%
4
1
<0.1%
16
2
0.1%
18
2
0.1%
20
7
0.5%
21
1
<0.1%
22
3
0.2%
23
1
<0.1%
24
3
0.2%
25
2
0.1%
26
3
0.2%
27
1
<0.1%
28
7
0.5%
29
2
0.1%
30
7
0.5%
LARGEST VALUES
2314
1
<0.1%
2304
1
<0.1%
2233
1
<0.1%
2162
1
<0.1%
2152
1
<0.1%
2128
1
<0.1%
2120
1
<0.1%
1998
1
<0.1%
1978
1
<0.1%
1890
1
<0.1%
1875
1
<0.1%
1861
1
<0.1%
1857
1
<0.1%
1805
1
<0.1%
1794
1
<0.1%
Utilities
MISSING:
---
TOP CATEGORIES
AllPub
1,459
>99%
NoSeWa
1
<1%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
BsmtHalfBath
0.01
Electrical
0.01
Electrical_numerical
0.01
SaleType_Score
0.00
SaleType
0.00
BsmtFinType2
0.00
SaleCondition_SaleType_Interaction
0.00
SaleCondition
0.00
SaleCondition_Score
0.00
GarageType
0.00
PavedDrive_GarageType_Interaction
0.00
LotConfig
0.00
GarageType_num
0.00
HouseStyle
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
GarageType
0.53
SaleCondition_SaleType_Interaction
0.50
PavedDrive_GarageType_Interaction
0.48
Neighborhood
0.44
SaleType
0.43
SaleType_Score
0.43
BsmtFinType2
0.40
HouseStyle
0.38
BsmtHalfBath
0.35
Electrical
0.33
Electrical_numerical
0.33
LotConfig
0.33
GarageType_num
0.32
SaleCondition
0.32

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
ScreenPorch
0.10
MasVnr_Area_to_TotalArea
0.07
MasVnrArea
0.06
MoSold
0.05
BsmtFinSF2
0.05
YearRemodAdd
0.03
FullBath_to_Bedrooms
0.03
Neighborhood_avg_price
0.03
OpenPorchSF
0.03
GrLivArea_per_Room
0.02
Living_Area_per_Room
0.02
FireplaceQu_OverallQuality_Interaction
0.02
MSSubClass
0.02
BsmtFinSF_to_TotalArea
0.02
WoodDeckSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalOutdoorArea
0.35
SalePrice
0.32
Overall_Quality_Impact
0.29
Overall_Quality
0.27
GrLivArea
0.25
Neighborhood_avg_price
0.25
FireplaceQu_OverallQuality_Interaction
0.25
1stFlrSF
0.24
TotalBsmtSF
0.23
BsmtQual_to_BsmtFinSF
0.23
YearBuilt
0.22
GarageArea
0.22
BsmtExposure_BsmtFinType1_Interaction
0.22
Garage_Feature
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.34
BsmtQual
0.27
GarageType
0.27
GarageType_num
0.27
PavedDrive_GarageType_Interaction
0.27
OverallQual
0.26
GarageFinish
0.26
GarageFinish_num
0.26
BsmtExposure
0.25
BsmtExposure_Score
0.24
FireplaceQu
0.24
FireplaceQu_Score
0.24
GarageCars
0.23
Fireplaces
0.23
MOST FREQUENT VALUES
0
761
52.1%
192
38
2.6%
100
36
2.5%
144
33
2.3%
120
31
2.1%
168
28
1.9%
140
15
1.0%
224
14
1.0%
208
10
0.7%
240
10
0.7%
216
9
0.6%
180
8
0.5%
160
8
0.5%
264
6
0.4%
96
6
0.4%
SMALLEST VALUES
0
761
52.1%
12
2
0.1%
24
2
0.1%
26
2
0.1%
28
2
0.1%
30
1
<0.1%
32
1
<0.1%
33
1
<0.1%
35
1
<0.1%
36
4
0.3%
38
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
45
1
<0.1%
LARGEST VALUES
857
1
<0.1%
736
1
<0.1%
728
1
<0.1%
670
1
<0.1%
668
1
<0.1%
635
1
<0.1%
586
1
<0.1%
576
1
<0.1%
574
1
<0.1%
550
1
<0.1%
536
1
<0.1%
519
1
<0.1%
517
1
<0.1%
511
1
<0.1%
509
1
<0.1%
YearBuilt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Age_at_Remodel
-0.73
Overall_Quality
0.67
Neighborhood_avg_price
0.66
YearRemodAdd
0.59
Functional_OverallQuality_Interaction
0.55
SalePrice
0.52
GarageArea
0.48
Garage_Feature
0.46
FullBath_to_Bedrooms
0.46
Overall_Quality_Impact
0.39
TotalBsmtSF
0.39
EnclosedPorch
-0.39
Garage_Capacity_per_Square_Meter
0.34
PavedDrive_LotFrontage_Interaction
0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.88
Foundation
0.76
BsmtQual
0.75
Exterior1st
0.66
Exterior2nd
0.66
PavedDrive_GarageType_Interaction
0.63
GarageFinish
0.63
GarageFinish_num
0.63
OverallCond
0.63
ExterQual
0.62
GarageType
0.60
GarageType_num
0.60
OverallQual
0.59
GarageCars
0.57
MOST FREQUENT VALUES
2006
67
4.6%
2005
64
4.4%
2004
54
3.7%
2007
49
3.4%
2003
45
3.1%
1976
33
2.3%
1977
32
2.2%
1920
30
2.1%
1959
26
1.8%
1998
25
1.7%
1999
25
1.7%
1965
24
1.6%
2000
24
1.6%
1970
24
1.6%
1954
24
1.6%
SMALLEST VALUES
1872
1
<0.1%
1875
1
<0.1%
1880
4
0.3%
1882
1
<0.1%
1885
2
0.1%
1890
2
0.1%
1892
2
0.1%
1893
1
<0.1%
1898
1
<0.1%
1900
10
0.7%
1904
1
<0.1%
1905
1
<0.1%
1906
1
<0.1%
1908
2
0.1%
1910
17
1.2%
LARGEST VALUES
2010
1
<0.1%
2009
18
1.2%
2008
23
1.6%
2007
49
3.4%
2006
67
4.6%
2005
64
4.4%
2004
54
3.7%
2003
45
3.1%
2002
23
1.6%
2001
20
1.4%
2000
24
1.6%
1999
25
1.7%
1998
25
1.7%
1997
14
1.0%
1996
15
1.0%
YearRemodAdd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Overall_Quality
0.65
YearBuilt
0.59
Neighborhood_avg_price
0.52
SalePrice
0.51
Functional_OverallQuality_Interaction
0.49
Overall_Quality_Impact
0.44
GarageArea
0.37
FullBath_to_Bedrooms
0.36
Garage_Feature
0.33
GrLivArea_per_Room
0.29
Living_Area_per_Room
0.29
TotalBsmtSF
0.29
GrLivArea
0.29
FireplaceQu_OverallQuality_Interaction
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
0.66
Neighborhood
0.63
ExterQual
0.60
BsmtQual
0.59
Foundation
0.58
OverallQual
0.57
HeatingQC
0.55
Exterior2nd
0.55
Exterior1st
0.54
BsmtFinType1
0.49
GarageFinish
0.47
GarageFinish_num
0.47
GarageCars
0.46
FullBath
0.45
MOST FREQUENT VALUES
1950
178
12.2%
2006
97
6.6%
2007
76
5.2%
2005
73
5.0%
2004
62
4.2%
2000
55
3.8%
2003
51
3.5%
2002
48
3.3%
2008
40
2.7%
1996
36
2.5%
1998
36
2.5%
1995
31
2.1%
1976
30
2.1%
1999
30
2.1%
1970
26
1.8%
SMALLEST VALUES
1950
178
12.2%
1951
4
0.3%
1952
5
0.3%
1953
10
0.7%
1954
14
1.0%
1955
9
0.6%
1956
10
0.7%
1957
9
0.6%
1958
15
1.0%
1959
18
1.2%
1960
12
0.8%
1961
8
0.5%
1962
14
1.0%
1963
13
0.9%
1964
11
0.8%
LARGEST VALUES
2010
6
0.4%
2009
23
1.6%
2008
40
2.7%
2007
76
5.2%
2006
97
6.6%
2005
73
5.0%
2004
62
4.2%
2003
51
3.5%
2002
48
3.3%
2001
21
1.4%
2000
55
3.8%
1999
30
2.1%
1998
36
2.5%
1997
25
1.7%
1996
36
2.5%
YrSold
MISSING:
---
TOP CATEGORIES
2009
338
23%
2007
329
23%
2006
314
22%
2008
304
21%
2010
175
12%
ALL
1,460
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
YrSold
PROVIDES INFORMATION ON...
PoolArea
0.19
Utilities
0.18
PoolQC
0.14
Condition2
0.12
Street
0.10
RoofMatl
0.07
Heating
0.06
Heating_Score
0.06
Combined_Misc_Points
0.05
SaleType
0.05
MiscFeature
0.04
MiscFeature_Points
0.04
SaleCondition_SaleType_Interaction
0.04
Functional
0.04

THESE FEATURES
GIVE INFORMATION
ON YrSold:
Neighborhood
0.02
SaleCondition_SaleType_Interaction
0.02
SaleType
0.02
Exterior2nd
0.01
Exterior1st
0.01
SaleCondition
0.01
SaleCondition_Score
0.01
SaleType_Score
0.01
OverallCond
0.01
Functional
0.01
Functional_Score
0.01
BedroomAbvGr
0.01
Combined_Misc_Points
0.01
OverallQual
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
CORRELATION RATIO WITH...
MoSold
0.27
BsmtUnfSF
0.10
Age_at_Remodel
0.07
FireplaceQu_OverallQuality_Interaction
0.07
MiscVal
0.07
OpenPorchSF
0.06
YearRemodAdd
0.06
TotRmsAbvGrd
0.06
BsmtFinSF_to_TotalArea
0.06
3SsnPorch
0.06
MSSubClass
0.06
WoodDeckSF
0.05
1stFlrSF
0.05
GarageYrBlt
0.05